{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Context Encoder\n",
    "\n",
    "Brief introduction to Context Encoder. This notebook is organized as follows:\n",
    "\n",
    "1. **Research Paper**\n",
    "* **Training Context Encoder with Cifar-10 dataset, Keras and TensorFlow**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Research Paper\n",
    "\n",
    "* [Context Encoders: Feature Learning by Inpainting](https://arxiv.org/pdf/1604.07379.pdf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Training Context Encoder with Cifar-10 dataset, Keras and TensorFlow\n",
    "\n",
    "### 1. Load data\n",
    "\n",
    "#### Load libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:17.867810Z",
     "start_time": "2018-08-01T15:31:17.510836Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:19.474105Z",
     "start_time": "2018-08-01T15:31:17.869783Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.datasets import cifar10\n",
    "from keras.models import Sequential, Model\n",
    "from keras.layers import Input, Dense, LeakyReLU, BatchNormalization, ReLU\n",
    "from keras.layers import Conv2D, Conv2DTranspose, Reshape, Flatten, Dropout, UpSampling2D\n",
    "from keras.optimizers import Adam\n",
    "from keras import initializers\n",
    "from keras.utils import plot_model, np_utils\n",
    "from keras import backend as K"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Getting the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:19.700849Z",
     "start_time": "2018-08-01T15:31:19.476361Z"
    }
   },
   "outputs": [],
   "source": [
    "# load dataset\n",
    "(X_train, y_train), (X_test, y_test) = cifar10.load_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Explore visual data\n",
    "\n",
    "The CIFAR-10 images are RGB with 10 classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:20.094725Z",
     "start_time": "2018-08-01T15:31:19.703653Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,3))\n",
    "for i in range(0, 10):\n",
    "    plt.subplot(2, 5, 1 + i, xticks=[], yticks=[])\n",
    "    plt.imshow(X_train[i])\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:20.562588Z",
     "start_time": "2018-08-01T15:31:20.096606Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = len(np.unique(y_train))\n",
    "class_names = ['airplane','automobile','bird','cat','deer',\n",
    "               'dog','frog','horse','ship','truck']\n",
    "\n",
    "fig = plt.figure(figsize=(8,3))\n",
    "for i in range(num_classes):\n",
    "    ax = plt.subplot(2, 5, 1 + i, xticks=[], yticks=[])\n",
    "    idx = np.where(y_train[:]==i)[0]\n",
    "    features_idx = X_train[idx,::]\n",
    "    img_num = np.random.randint(features_idx.shape[0])\n",
    "    img = features_idx[img_num,::]\n",
    "    ax.set_title(class_names[i])\n",
    "    plt.imshow(img)\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reshaping and normalizing the inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:20.567948Z",
     "start_time": "2018-08-01T15:31:20.564571Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train shape: (50000, 32, 32, 3)\n",
      "50000 train samples\n",
      "10000 test samples\n"
     ]
    }
   ],
   "source": [
    "print('X_train shape:', X_train.shape)\n",
    "print(X_train.shape[0], 'train samples')\n",
    "print(X_test.shape[0], 'test samples')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract dogs and cats\n",
    "X_cats = X_train[(y_train == 3).flatten()]\n",
    "X_dogs = X_train[(y_train == 5).flatten()]\n",
    "X_train = np.vstack((X_cats, X_dogs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:23.493492Z",
     "start_time": "2018-08-01T15:31:20.570399Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train reshape: (10000, 32, 32, 3)\n",
      "X_test reshape: (10000, 32, 32, 3)\n"
     ]
    }
   ],
   "source": [
    "if K.image_data_format() == 'channels_first':\n",
    "    X_train = X_train.reshape(X_train.shape[0], 3, 32, 32)\n",
    "    X_test = X_test.reshape(X_test.shape[0], 3, 32, 32)\n",
    "    input_shape = (3, 32, 32)\n",
    "else:\n",
    "    X_train = X_train.reshape(X_train.shape[0], 32, 32, 3)\n",
    "    X_test = X_test.reshape(X_test.shape[0], 32, 32, 3)\n",
    "    input_shape = (32, 32, 3)\n",
    "    \n",
    "# convert class vectors to binary class matrices\n",
    "Y_train = np_utils.to_categorical(y_train, num_classes)\n",
    "Y_test = np_utils.to_categorical(y_test, num_classes)\n",
    "\n",
    "# the generator is using tanh activation, for which we need to preprocess \n",
    "# the image data into the range between -1 and 1.\n",
    "\n",
    "X_train = np.float32(X_train)\n",
    "X_train = (X_train / 255 - 0.5) * 2\n",
    "X_train = np.clip(X_train, -1, 1)\n",
    "\n",
    "X_test = np.float32(X_test)\n",
    "X_test = (X_train / 255 - 0.5) * 2\n",
    "X_test = np.clip(X_test, -1, 1)\n",
    "\n",
    "print('X_train reshape:', X_train.shape)\n",
    "print('X_test reshape:', X_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Define model\n",
    "\n",
    "#### Generator (Encoder - Decoder)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:24.404795Z",
     "start_time": "2018-08-01T15:31:23.496136Z"
    }
   },
   "outputs": [],
   "source": [
    "# latent space dimension\n",
    "latent_dim = 100\n",
    "\n",
    "# imagem shape 32x32x3\n",
    "img_shape = X_train[0].shape\n",
    "\n",
    "# Generator network\n",
    "generator = Sequential()\n",
    "\n",
    "# Encoder\n",
    "generator.add(Conv2D(32, kernel_size=3, strides=2, padding='same', input_shape=(img_shape)))\n",
    "generator.add(BatchNormalization(momentum=0.8))\n",
    "generator.add(LeakyReLU(0.2))\n",
    "generator.add(Conv2D(64, kernel_size=3, strides=2, padding='same'))\n",
    "generator.add(BatchNormalization(momentum=0.8))\n",
    "generator.add(LeakyReLU(0.2))\n",
    "generator.add(Conv2D(128, kernel_size=3, strides=2, padding='same'))\n",
    "generator.add(BatchNormalization(momentum=0.8))\n",
    "generator.add(LeakyReLU(0.2))\n",
    "generator.add(Conv2D(512, kernel_size=1, strides=2, padding='same'))\n",
    "generator.add(LeakyReLU(0.2))\n",
    "generator.add(Dropout(0.5))\n",
    "\n",
    "# Decoder\n",
    "generator.add(UpSampling2D())\n",
    "generator.add(Conv2D(128, kernel_size=3, padding='same', activation='relu'))\n",
    "generator.add(BatchNormalization(momentum=0.8))\n",
    "generator.add(UpSampling2D())\n",
    "generator.add(Conv2D(64, kernel_size=3, padding='same', activation='relu'))\n",
    "generator.add(BatchNormalization(momentum=0.8))\n",
    "\n",
    "generator.add(Conv2D(3, kernel_size=3, padding='same', activation='tanh'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generator model visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:24.411718Z",
     "start_time": "2018-08-01T15:31:24.406812Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_1 (Conv2D)            (None, 16, 16, 32)        896       \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 16, 16, 32)        128       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_1 (LeakyReLU)    (None, 16, 16, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 8, 8, 64)          18496     \n",
      "_________________________________________________________________\n",
      "batch_normalization_2 (Batch (None, 8, 8, 64)          256       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_2 (LeakyReLU)    (None, 8, 8, 64)          0         \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 4, 4, 128)         73856     \n",
      "_________________________________________________________________\n",
      "batch_normalization_3 (Batch (None, 4, 4, 128)         512       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_3 (LeakyReLU)    (None, 4, 4, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_4 (Conv2D)            (None, 2, 2, 512)         66048     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_4 (LeakyReLU)    (None, 2, 2, 512)         0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 2, 2, 512)         0         \n",
      "_________________________________________________________________\n",
      "up_sampling2d_1 (UpSampling2 (None, 4, 4, 512)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_5 (Conv2D)            (None, 4, 4, 128)         589952    \n",
      "_________________________________________________________________\n",
      "batch_normalization_4 (Batch (None, 4, 4, 128)         512       \n",
      "_________________________________________________________________\n",
      "up_sampling2d_2 (UpSampling2 (None, 8, 8, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_6 (Conv2D)            (None, 8, 8, 64)          73792     \n",
      "_________________________________________________________________\n",
      "batch_normalization_5 (Batch (None, 8, 8, 64)          256       \n",
      "_________________________________________________________________\n",
      "conv2d_7 (Conv2D)            (None, 8, 8, 3)           1731      \n",
      "=================================================================\n",
      "Total params: 826,435\n",
      "Trainable params: 825,603\n",
      "Non-trainable params: 832\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "generator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Discriminator\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:24.700313Z",
     "start_time": "2018-08-01T15:31:24.413940Z"
    }
   },
   "outputs": [],
   "source": [
    "mask_width = 8\n",
    "mask_height = 8\n",
    "channels = 3\n",
    "missing_shape = (mask_height, mask_width, channels)\n",
    "\n",
    "# Discriminator network\n",
    "discriminator = Sequential()\n",
    "\n",
    "# Conv 1: 16x16x64\n",
    "discriminator.add(Conv2D(64, kernel_size=3, strides=2, padding='same', input_shape=(missing_shape)))\n",
    "discriminator.add(LeakyReLU(0.2))\n",
    "\n",
    "# Conv 2:\n",
    "discriminator.add(Conv2D(128, kernel_size=3, strides=2, padding='same'))\n",
    "discriminator.add(BatchNormalization())\n",
    "discriminator.add(LeakyReLU(0.2))\n",
    "\n",
    "# Conv 3: \n",
    "discriminator.add(Conv2D(256, kernel_size=3, padding='same'))\n",
    "discriminator.add(BatchNormalization())\n",
    "discriminator.add(LeakyReLU(0.2))\n",
    "\n",
    "# FC\n",
    "discriminator.add(Flatten())\n",
    "\n",
    "# Output\n",
    "discriminator.add(Dense(1, activation='sigmoid'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Discriminator model visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:24.706969Z",
     "start_time": "2018-08-01T15:31:24.702188Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_8 (Conv2D)            (None, 4, 4, 64)          1792      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_5 (LeakyReLU)    (None, 4, 4, 64)          0         \n",
      "_________________________________________________________________\n",
      "conv2d_9 (Conv2D)            (None, 2, 2, 128)         73856     \n",
      "_________________________________________________________________\n",
      "batch_normalization_6 (Batch (None, 2, 2, 128)         512       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_6 (LeakyReLU)    (None, 2, 2, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_10 (Conv2D)           (None, 2, 2, 256)         295168    \n",
      "_________________________________________________________________\n",
      "batch_normalization_7 (Batch (None, 2, 2, 256)         1024      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_7 (LeakyReLU)    (None, 2, 2, 256)         0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 1024)              0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1)                 1025      \n",
      "=================================================================\n",
      "Total params: 373,377\n",
      "Trainable params: 372,609\n",
      "Non-trainable params: 768\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "discriminator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Compile model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compile discriminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:24.748243Z",
     "start_time": "2018-08-01T15:31:24.708983Z"
    }
   },
   "outputs": [],
   "source": [
    "# Optimizer\n",
    "optimizer = Adam(lr=0.0002, beta_1=0.5)\n",
    "\n",
    "discriminator.compile(optimizer=optimizer, loss='binary_crossentropy',\n",
    "                      metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Combined network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:25.375056Z",
     "start_time": "2018-08-01T15:31:24.750377Z"
    }
   },
   "outputs": [],
   "source": [
    "# The generator takes noise as input and generates imgs\n",
    "masked_img = Input(shape=(img_shape))\n",
    "gen_img = generator(masked_img)\n",
    "\n",
    "# For the combined model we will only train the generator\n",
    "discriminator.trainable = False\n",
    "\n",
    "validity = discriminator(gen_img)\n",
    "\n",
    "d_g = Model(inputs=masked_img, outputs=[gen_img, validity])\n",
    "\n",
    "d_g.compile(optimizer=optimizer, loss=['mse', 'binary_crossentropy'],\n",
    "            loss_weights=[0.999, 0.001])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### GAN model vizualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-01T15:31:25.381654Z",
     "start_time": "2018-08-01T15:31:25.377106Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         (None, 32, 32, 3)         0         \n",
      "_________________________________________________________________\n",
      "sequential_1 (Sequential)    (None, 8, 8, 3)           826435    \n",
      "_________________________________________________________________\n",
      "sequential_2 (Sequential)    (None, 1)                 373377    \n",
      "=================================================================\n",
      "Total params: 1,199,812\n",
      "Trainable params: 825,603\n",
      "Non-trainable params: 374,209\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "d_g.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mask_randomly(imgs):\n",
    "    y1 = np.random.randint(0, imgs.shape[1] - mask_height, imgs.shape[0])\n",
    "    y2 = y1 + mask_height\n",
    "    x1 = np.random.randint(0, imgs.shape[2] - mask_width, imgs.shape[0])\n",
    "    x2 = x1 + mask_width\n",
    "\n",
    "    masked_imgs = np.empty_like(imgs)\n",
    "    missing_parts = np.empty((imgs.shape[0], mask_height, mask_width, channels))\n",
    "    for i, img in enumerate(imgs):\n",
    "        masked_img = img.copy()\n",
    "        _y1, _y2, _x1, _x2 = y1[i], y2[i], x1[i], x2[i]\n",
    "        missing_parts[i] = masked_img[_y1:_y2, _x1:_x2, :].copy()\n",
    "        masked_img[_y1:_y2, _x1:_x2, :] = 0\n",
    "        masked_imgs[i] = masked_img\n",
    "\n",
    "    return masked_imgs, missing_parts, (y1, y2, x1, x2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Fit model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-02T01:17:41.180021Z",
     "start_time": "2018-08-01T15:31:25.384000Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 1/100, d_loss=0.189, g_loss=0.240                                                                                                                      \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 2/100, d_loss=0.182, g_loss=0.212                                                                                                                      \n",
      "epoch = 3/100, d_loss=0.167, g_loss=0.212                                                                                                                      \n",
      "epoch = 4/100, d_loss=0.168, g_loss=0.204                                                                                                                      \n",
      "epoch = 5/100, d_loss=0.166, g_loss=0.190                                                                                                                      \n",
      "epoch = 6/100, d_loss=0.164, g_loss=0.172                                                                                                                      \n",
      "epoch = 7/100, d_loss=0.164, g_loss=0.196                                                                                                                      \n",
      "epoch = 8/100, d_loss=0.168, g_loss=0.175                                                                                                                      \n",
      "epoch = 9/100, d_loss=0.164, g_loss=0.172                                                                                                                      \n",
      "epoch = 10/100, d_loss=0.173, g_loss=0.203                                                                                                                      \n",
      "epoch = 11/100, d_loss=0.166, g_loss=0.168                                                                                                                      \n"
     ]
    },
    {
     "data": {
      "image/png": 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0wiWcoCF9bU1csT94T5wmeux3uxk97w6/KPmszL9ji+LSvUDHkB4dKn70iqjfA+bs8/lMqnQUcfj+Z1KpsG2Hxywt0OXfUuO77D9/4RwAoEEV9YDPstUUdWIyJeO5vhmlT6rReaM8L6rSF3/1N3mMqMN2KjEV41gQIAgGofotCtYOcwvtPYW77JFAbyv6KA1fwR4OPdGcvpq+61NPPx0e22zL/a+uillETSlLx2Q8VH1fo/rZSWiaKwZD8z0YeqX0//5IIoehbhonCQMDAwODTzAeKlDXiaUbkv2y3W9N3JvcUvfLdjQbc6BZoekMofvblFzjF3Fp6FeWoNJtka6u7XzkXHBUhMkdxyjtBxDnix4ZVIeBsq2+yA1VSqibm5EreDctxkoNcLUoHjVoaG83mclZEzXSBTdFySjNrdqiVQoGgE4gkqa662vAaNoddudVa2cmrS7sIiXn8rLdiLmuV2vKFoTxhTPH0TRKCXj+eJLvjuIgR5IhGXU02FjLbdDFe5sus+uUMOt0AthlKphen04f6lofxIKq1aGWkn4YIsBrzs6IRJsh68nkZDynOM55zl8dZwBw6fzSZWjFGvt1i0lW0/ko+/dR4SZczJWPYYXzMp+VQNfTJ8WxYXtbWMZWP2KNJ44Ju97aFuYRWPLcCwWZd4tlLfsizGiX49zuydbivEgnU+xD9K2xEzI/P/hQ2Ne5c5Kmp9EQ6f71tyRYusOxWVyS4NH+QNrIaBq12LRYZ8qvV179GQDgxa98FQCwuSX9bnWjtEjjQBAE8Po9rK6I40yBSXOnijJuPjUNdsyjYMDUTrc+Ehd9dT44dU7uLwoxIfitUq1FIiHz5+rb4hzxgx++ErZ9gcmPN9Y1fEHOfeqyJJX+w38vibbX6Hj2u/9ExucLnxf3c98TthrXlO0J4D94OO4Lw6AMDAwMDCYSh7NBQcItqfLFgCu0w3UuSl8UKw9AhlSrib799m2RAtQdVQMONSlsX917NSHpSFBlnm7TAJBmEGo6SSalqWK4ZmvCx3Ggp8k4xxgIqWBdQrTobl5l4sUGJact6sMBoJkQxuOSCVms0VOpiRS5uyXj3CczUjdznwGTi0tiT9K0UFExukhXnU4KY8rNyvhaZMxZV6TzOiVUh/aZFPXRC1n5PVeMxr1F+8TmhtgvtnkvXbLdwPfR7o4vqS+wl7WHRGrYE3/o/zrNNIrhNl3Er16VZLA3rt8CAHhdTX4qWw1A9cmSbDeyASVpQwpod/PpbuszkDzpKmMSplRmShhlqtmcjKNL2wkQJevcIENZXpb3aZd2w1QrYlvjgAUbMwyQLRUlmPP4krhpv/HGa9KX1fXw+BNnTgMAGHuMjS1hOycXmXCWbPkzT8pxP7zyIQDgxy/LOM/OyHy9eF5sIHNMCA0ALZbEuHpVkp0WpuSYyq7sX1mPktYCwE7t+gPcoTC1hfI5ti33lHZkLvvWuN/3ADZ83F4WZra29hYA4LkXpMxHeYElQ3rRe3njXRmbt65I6EBmSubFLI/N5uQebG8kjRhtUVq09MYNmcNXfvZG2Ha9JvNYv28dzu8UvwHXri0DAN5+W9jpl1/6vLRtaf0zTV8UY00PQJke1I5vGJSBgYGBwUTi0IG6FmJOGpSGPOqotQLr+nokUe3siE1Eg8SquyL5jZZsULvWqLeeR/22Jp1ttZph29qGSwl+cX44FcrignhY1Riop3aaLosgKgtJZSK9fZfBk7duirShAZvzZfWkG6/LWQBgQEm/PZC26wyIbLL8Rj+IKs46KZFiKxxXryuiqpYg0OynWgK+y8DRrVUm0KQ0vkvPu81KlEpmoGyC//mly6JnnvuMjKub1DQ20mZPE17yGTm8Dy18CAAzJemvSsK3mQJnY10YSqfTgV2PgluPBiu0kw7tDe2e9NTb50xlWX3O5fV18Ujc3Bamn5mSudTj/Ov25Pd6U7ZJpkDSwFQA6LMMhMekmQm1L9DjskqpVZPyNvms8lVhSXkmNc1mo/mpQdA9tfvQHlGkVD0Ixifxd3td3Fj+ILTLDbRqL5MH+wNl85Gd6ObtWzxX+tdlBuQ8S2Oo16GTUOYi79X3vi8S+vWPZF40mnKt48eiQNlkUvqxQ23Bj378Y/nBlnmZSh/d/nb+vCT4dW15RndXV+51+KFhwYJl2cjSE3ZtVRjmt/70OwCA4wx6Tqeid2jnrtjJ1KNOExS02zKvsjl6M4bXUI9U9RSUeXbpMUl19M1v/k7Y9vS0vJ+FgszfBJNKq/3z0kU556u/IczpmWcksNkfSJv389I+KgyDMjAwMDCYSBzOBuX76Pd6WFsR/al6aGkczJ3bstJXdit7zh0t5a7+9pqSR20hWmywTwlRY4E0XkqPByKW1ee5GgMyPS2eMVuMQ1F7QRhvQolwmjr+Er2pgCjxrNpKejvjku73wrIAx3VCdugpa9T0QJSE3FjJEmV925SmukzcWWLJgVAap62iQBvUoxfEW+epy08BAF79uaQyWY2x3T6vX6+LZHbrzm0AwGee/gwAoOiKVFXguC3TAypBb8oU2VmvHTE+fW5TGsuj9stA09DU4GztnS8Pi/0kur3ZtPamYgpogFNbXRAmKea9ZWWOZMmUNH4njKnR++pHCYr7ZBFJFtBbmBUWduGEpIfxOW7b9HC8Q1bpMKaqwDiz6anIppehZK1zZoFaA49xQ7V6VPriqOj1e7izcissBKpzShlUjxI8Yqytq+9tT96bKKZL2E1Y7JAxdinejz42j+z92nWZW9/+7k/Dtp//nMzdVFrKOewyrizhMrZvDAyqRHtbQtMnNcb//tu2g1xObHIJW8ZnbV2+Va2eaDoWmNgWANJpsmOye/WyVXu4pnhT52orMaxFcXjciy89wxbjn33lXepFLe+uP5Dn8vRTYpvTJLG+3+NWk4B/vBzHMCgDAwMDg4nEoTNJ9HsdrK+JpKdR1nfuCqNSTzw3ZoNQm5LGLGkqeLUfxRkREEnAyrCUJelx8dgWjU1KUJpMMnZiakqkkxJjDPo9TTzLshaMnp6n9FmrR3aYwJframLPXSZIPajA4lFg2zZy+SyyLrNlUPKhgBRG00dSDtBuDdvRLMbfZJhQVu1IVld+ny6L7efyUyJ9fvaz4i20vHwDQFTeAACSZFvptEjKWq6kw2vNaMwGGZQW0qszJqiwSP15Joo/6zBjRJcs12WMWoG2qa43gGWPR06yLBlTfc5R1pHhZLFxRqXR+TqH1J5Zok7epeR47d2r/F3moSZ67ZNNaFG4+J1oLF+6IOOWo76/vCR6/T49KRuaOWRFpOd+S8bb87SoXWzOM1Yql5NxLLKfPiV+xx1fJomB56FS2UWPz7DD90YzYNjsVzyBszLjPOOxtGhom/ZUzxcxP8FTQidS3mJCi6HyOag3JQA0G2IfunRJ7FJzXdr0+OyqzYi5PywG1Ez02V/VFowLAQL0vT6uvCaeiKqtWGLBv4/uitbi+t1b4TlnF4UxWh15Ly+flHEol7VMO2Mha3L/O9tyXI0ZNSq1YRt8NhV5ei4tajFN+e7NLTDWEfLu933Gp+m3yNJimlre5WFt8saLz8DAwMDgE4zDZZKASJwaw3LnlsRgVKlDTzPi3Y1JcSrdaGR0t81sBZRENd9Ym1K62olSzMGlNqsEt1qaAEAkdfG3DlmDSv7KdmYouaZZMkEZlEp3WkpB+iftazmKJO9Fi8uN04kvkXAxPz8PpyZ2DJ/SuLJMZVBerPDiwKa9jSxVmaYyS7UHZSnBZgvMm0c7wu3bt3k/jGOIlcZIsc3ilEhRA0aVN8jaAmZN0CwAj7Dkww5tjjbpmxarAwCvzeKR9DzS4nbTlP7a3T7skcwkDw8LjmOHc0sZlDI9zQsYZ2xafj30QEzIGFy6KFJqm2UhPromMTXV3WF2CY1x0oKMcbbDOdOgBPvhDWGta9tqc6PtcSQ/YZZF/PKMb8nlovlZKsnznCmRzZKJJpnFo8Zx/vZ3vrf/EB0CvV4PN2/dCu3C6iGqsV8tBjtpXjYA8Hkv7ZZsW7RHrrP0e4G5H9U2tbYhY3HmlEjy7bY8q23GNsXDa1otGZ9HzwmDyhemeA15Jj+88vYR7lYwXWS8FudQPl+8x9GHhx/4aPUbWNsRu73nyzjVt0ULtb3OzBXp6Bu6viljl6TX9NqmjNn77wrL2qXX56uvSEzVCj1QtQBmg+VbemSHVux1W5oVLdLCjNznZ58XL71nPydZOjJpaiOC4WwvoSbLetiisIZBGRgYGBh8gnHITBIB+p6HW5TCtxiLo9J8wqG9KRGzQVFCVa+YBCPuB97wiqwrpdpWsmRWKcaAqFffkM1KY6goEXcZV3J3TWNsRPKfzolEnyPbKNHLT+NM7Fj59Aq9VFzGA2R4bhCMn0FZFpBwowwYYKZy3xZpxnEooQ6iXGdtevIUaQ/qtETSbFI/rSYykkOsr0scx09+Kr9f/0jiLlZp7xjEbGq+Zo4no+xR/7zDa/hkwXUygBbje+apx+5W9kq9eUrK+tS8hHpryvMdeMEQ4z4aAvi+HzKnUc9RR+dgbA6pHUXP0ZgfLeTYOC/z8diiRN/fUebJuee6MlYqUYZMG4BPz0BH0zjSq69Bll7KCRsqMA7PTdIGyFihUlH2l2emwjbVa69IO2u2wOwTlIR3aR8aB7y+h831TeTIItRbrMG4Qi2s6MfeZa+rhTHlPZqaknvQ97pKO/X2rozB+8zQ8aknxVtse4cZ8t+S+To/G937e9eEgX5wXbbTJfltc2t8GcfnyjKOGv/UGJN9VGFZQMoN8Pwz4lH3/tty/ylmBc+RwVWa0XNMkfKkmBX/5rK8uzdu/DkAwGPcZKPOYqR851Rj5PP7lkio511k054lE7chbX/vL8W7943XJXvFP/7HXwEAnDgl/VIvv/Cz4T/k+Dzgd9QwKAMDAwODicShGJTvB+h0O6hSglL7h0a6q90oHfMMG80MoRK7enWpZ5DGQWl27W4syzYg+nAA+8awqNeWljXXuI02c3dV2YcS2VCX2RfshOTyGs6vR48v9lfv0db03w9crPj+CBBg4PeRp765QLa5QM87tyV/19pRnNAOx8ELNFO27FevMrWd5flMepTad/nMlIlu0CYwO7cQtq32K62jozabJu0amoNRcy+qx5NmI7fpfpiIxUZovsZEbjizvD6z+fmFsF7SUREEYm9ytD4Z90d2THqIxVijZj/R+LEEGZHG68zOybM4eVo879SW11O7lq9eqRq1H7XtOLIvqwye9sA045rmZ8R+NEOb31RRJN98RuZcgTn6CrHchppbMZsXiVYl7jy3tjsue548/3a7iSqZsdZdC/O20c5UKkUsp+nJsamwwgGfhSP3NPA1I4yMYzajnyAZq/Ks3N9XvvRLAICl+agW2n/5ry8DAP7v//dPAABzZFcnTgrbnT/2yBHuVlCtDXsCbmyuHnDkw8FGgKTTwxOPSj7DVpXzjnFh05yHJxHZdhwyni1m1u9T46JanmZT80NS00FbpmupjZ3fYGbnsGL5TbMaU8U228z8ceVVyZHIVxy/93u/If2b0rhBanWsvUvIg3k6GxuUgYGBgcEnGA+Ri8/akw1CGZPaolKxKph2aB+ivjrwh/Yrc1KJSlmRxt4oA1O7wTCzkmNzlFA1k4S2kQpjqag7Z90Y1Y+3GO0esSOg0+kP3UMuK7+1OzHvwTHBsm0k0hkE7TqvSZtJIGORoykv7iVVoudSl/a+WlX669K+omxWa8Z0GP2vnotqA0gy6v7ipYth2zoKd1ckil/tMW3miNNMFxnGiLld1kQiq3Npo3JijCjgWGu2DyeMc9FaXva+RUQfBpYltk716lQWrIzOCu8nyrbQqsp4KAPKTMu9Fch2znKcXnrpRQBRNv133nkPALDOOkxtxi6FNBNAgjaANJlHmpJshvMtm5J+lXnNk8fFljfDzCZpfZaxbOZuWq5fmp7lVjJ06Phu74zPHiNxenlgIOOl2g4t/qrmmXQmYm0WmM2Btro+PcwaHJ9+X+1sMrm/+JxkKbm7usrz5byLj0i282w2yvLyy59/DgBwm7WUHJfMPfGwnmR7EXCuzMyKZmF+aWlsbQt82EEX2bTM/8eekOusbcmgFgaZgA8sAAAgAElEQVSMZ/Ra4Rkb22IPszkP5sgqNe9jpyM2qbBKr2ag0XeMc7Jjc44OYrWb+G0cDJhBAvKMM5zn166Jjez1198FAHz5S58GEMWrBfrtjBGiIIw7HA483JPR5QFgGJSBgYGBwUTikBV1gUTCCTNFDGLeZUDEcuJeUqqP1LiHNJlJW3X5veG4KI3PUQagTEsZVbx+kTI3zQFXKIj0NqBNJE39akGzlquXWorehmEMUdRmgXYAi9mMt7aX5frtGMMbkyefZdlIpnNhRoG22tAYZ9ZX206s4uzAow2Kkp6y2ZmSSNJq59As8n3NLUeLjLKgGdYceuGLXwjb1qwKf/RHfyTn8tkou/UobeWZKUJrwKhdq0CPsn47Yrl7qtryGvrsmo3mQ0lW+8GCBddxQjaptkW1OWmevU4slq7fk3llU1bTOB5Xx5U5Dsv07jp2TGwHFy5IzMmPfiQZtZVJNVuR5KtzX+PGsqyflc/K34vzYoNaWBQ2NKseenyWaWYxSKUj+90UY/qKZNKay25nV5632iLHAdtOIJOfRi4nLGZ7U9iZSuaLC8d4zeieXVvGtk87iEP27doaD8kMBHzntHpAgjYqtXPtVOW8eiOyD58mwzx5XGxOHyxf4/WlrZ1NsZs8dvFpAECHHoUae1fSfJCx+fY4M/bP8DfNRpPkN6XWiLLMjAWBBQwSsB16hy7I9Qa0QVVq8v3pNaJvq898kMVpue8MFRS1bWGSXqidoiepJQfYtA/RtBxu/bjKgt9TizGOec6nBPNHej059uWXJcasRbvjI2flWcxOM/Y1ltE+QxuqZmXRd8lx9b0MHlhrYhiUgYGBgcFEwixQBgYGBgYTiUM7SQCRM4I3GAnCJfV3Yqlr1NlAVRFJqu7qdHve3ZWUH1agJd6ZOl+DfbVYGmm6qmmAKA2ROkF0u+r6yBRB3PYcobEJqiZzTJaoKX36/ci1tEdVXrUq1L5Kx4oqjb1SPnk8OinHAvKuhSZVUTbvWe9QHQqmclFyx7s0NleYZqZA1amWFKlTfdVgqXVQFagqC5uUPsVA2SeefDJsu1kfdnrQ/JBqHFf7v6pGVdXTpjpHnVfj6X40rVA2P+xmrt7YyXQ6LD9/VPi+j0a9EaqRk5yHlqNu8VogMFJJeUyPpaqnQU+L8amqj2piqtQ+/WkxEi8siHG7NC373/vFLwAAm5ub0T1SnZpnQtcSgyLVyH3suKgLZ2fl7wKDrxMpOqEkdJwjp5N8VlXQ8nebIRN1Prut7fE5SSRTGZx65ElsMxDWrsg7q2UtpuhIEA8rqFfl/nscV3U+UeeHto43I8k9z2eb/JbwHZ2eGS57Ib/JMUlX1NhLczJ+1YaEYah68+6qJBI4dkzKmsyWRX3nclyn8pHjRY9JYbXIaqkk6tYphht0esMJBcYCH2GJEt/TlFmqYpbn6zjRM88xpCCdlHlkB/I+bt4RBwZ9T/Ubq4VO9b3NUcWco4q550XfO/3MJnm9vss5S3Wc12OqMrqfv/GaOEus01FFXd29WJkZne9Fmhu05Lydlmd+6swCWp1h89BBMAzKwMDAwGAicWgG5ftB6MigJYi7DpOc7lO8arScRjrJshvq0MAEqeGWrMxSidYfTkWTiKfFoeCtrufqQNFnv5JMrGozESJSytIYNOwrc4kk+G5DpERNattmUGJXMx0FwdiyHTl+H4XWOvIpabxMt+IiGZOOc6sbkzaaHPvB8Hh0yKCqDZGkpyit65h06HiRZXqdCxckGapK8QDwl3/xFwCAjQ0p1pik9Nphws8enThSdHDQJKJVOkW46gQQC8rV5L693rArcJcSVzqTgT2mometVhuvv/U2SgxsPXdKgmsLNNr6yqDaURG6Tpg4mG76ekyXjip0osiGJctFGj15SqTzKbqEX3r8MQBAtbIbtq3lNjSlVnFKji3y2WTpBOHSMI+wTIj8GYykXwIAmzy1xQS+OzsyX69/JOl/bt6MyjQcFbZtI58twpuS+2jyXvsaqEvGMjcdBdP6vhrs6QzDNE6cGuh2GG7Az0JKE9F26RQVBp7LuLdibvsaHD3w6PbOZ6Tfgfl5cQmfmZH+KAtRDctORQJdNfwEiIr76TPoM1WVanbipUTGgwDAIHzGNh0acvR8qNf4DfOjdz5N7Yd+Sxu76ohCls/7ydApwmOKsgbTn7mOnD/FIon9QYydFeS+dZRtT56DSzbmsH8tam5KDInQkka2zbRoMaapDm2VbZkn730gYSt/9eMfAgAWlopYWYk0DfeCYVAGBgYGBhOJQxYsFNah6XOUgehKbjOp4VABM0r6TdpEVij1aKJHhzrnVocSdVYkfIsilp7Xpw47kYy6rLYudVnUYFR1iy4wgNABpV/aE9Tdt0MptBkL/rXo0q1lAhosa+8m1A40vlRHSTvAmVQHSZanSGvZe9rMAuqBa93omtmc/H+W7vB9MicNmj55UiT7556XoEYNLL1+XcpF6LP5+j/9p3JfyUiaeu211wAA1V2Rymco8Wti312WjUg9IhJZjozPr4pkqvYCtW8BUfoklUi1tIarCV1hj61gYavdxltXf4GlebEjLDDJatpiP8PCe5ENqs3nrMHFyvTanHctbjMZYeG//2//7ZH7+b/8r/9S/qMTV1NLkSlpyi4tE+LFEtD2yKZ3OJ63bglj+uADSe65tja+1DyJRALl2VnMMrmylmRYubsMAMjnxOXdTUTPO52S+YY8Qzr4vBsNsWMVUhpwT9uZhlRQAk9zPu4ygLoVk8xTZDkqofc5TgVN/5RmkmVb5+cU+0dXbrKxOJtXBjc1Nc17lmP1G2I/lJX+PrCC8NulNp4mS+7UduV+fTtWAoiR0ap10AKhYXIDvktqE1Y7JaiVyvN9VFtUoxWNabM9bIPVfhWV+dI2eOKYjOVnnpHAfjfJbz9VS/1e9M3XsigB01pdflKY7dKi9GN9bRM/+8m79xigCIZBGRgYGBhMJA7JoHz0ez1sbIgHRzI1nOTTobihKYWAKCCzXpfVfnVV9JGOK4kd87SJ1Ji0s8BARE1ftLYmx2vAbiYd6Y+1jHxU3DAxdG4mKRJTQOnAoyo/w+JuPRZFu3btvbDNAaUyZYke2WGWheIsywoDVI8K27KRTmfR6msJEpGMMqBuWT3gYslC8/RE+tRnngcA7DJFzK3bUujs+c9/HgDwu7/7uwAib7Ntenep1KU2k5///Odh2x++/4H8R3X9tC11yIJXN+VZICll44vUaV88LqUS0tR1B0Ek9wScE1kmX9W50aM0aFs2As2dc0T0+32s3F1Dgiy4o5Im2bdHm0krFkzbIXNPJKUPylY0dZDaN9sxu9VRoYRRZ1FkYVKbE/tLDy8tVQFECUM/+lCCVN/7hUiiu0xxFPjj8zpzHAeFXC5MbTRLljE/K0Gavic3cjdWnjzDd7FEu5vagba2ZZ72lDHp86fEnuW8rjeFGapXYsqOFT+1tHy8nJtigdSEK/OuUuW5lOBzOWHSWrqnNMX5GbtHT1kqvQltLUlBY1hgjcviLPB9oNnyUduVe7hzexkAsLYmXsOtNm3LyYhBJWmfsizahfh+RQVYWaiVnnaaDLbA81Ku7M/QrlStRwzyzh2ZN+G3k0HksyUZ2+kp2Z5iYC7zG8NmWiWrQI/tIL4WZDAEemxevvwrAIDtzV186y9/sGds9oNhUAYGBgYGE4lDa1gDAE3G4GxuiTSsLCnD+KJBLJ37qPfWDksdf/jhDZ4rK3adSU2du5IYMUX/+h5tAJpeKS7Hqv1F7SjaD40b8bht9tgfLvZ31kVauX1TStZrKQoglp5GpS4ytqkSixs69tjMUE42j6lPfRF+8tzQ/srIcXEp4pmR36ZZdv03/tE/AgCcv3ABAHDyxEm5BiXU05Row5RSfEbvvP1O2NY2pXNNT9SiBx5z1+LObRkvJUiqt0478gwT+kOMQSVs9QpimZW6tHn79kr4u9d7sJiI+yEIRBfersmcafK5ukyro7adOCPRonvJYPieNH1WKlY6ZlwIaIf1oaU6qM9X1tYbLhtTY4JfIJqzt28uAwC2NiRRqENJP5uOJO+jwrZt5PN5WHyeOfW4K4mXXL+nxQlj48k5k2M6LJdxjxr/qN6k+j4ru0ky1VGXdpOtHZmLu9XobWjQQ7XRlOvNM/2U2jq09IN6R6r3pJZI0RfJiSVftijdb2yJV9kUbeNZTYg8oiU6KnZ2avgPf/hXsC0ZS52T/b6MW7cvfXVj3s9ZevXOzqiXonindppMx0TmmM+xyCpLmCwtCYN85JykpJqdFfrTiMUBrqyKx26jJtc/ztIlxxflGWczGp+mZ0h/Q8/SsLzMwVoQta3CknPLc8kw0e39YBiUgYGBgcFE4pDJYi04jovZsugjU3WRMlSnTic5JGNxLZpwVMsrzMzO8lgtgSDS4xyLuCUo0ahninqSaZmOoZgQzT7BRIctRkg7lKR6bepg6eGm5ajVO0qDLk6fXgzb1PIeSfZX7SPJokSj71Of66GRm5nH577+L/Dt//idI7f1hS9+EUDEIh17uHCdraUwyKjW10XyfvONN8JjWvRuS9Prx6VXpu7fXBdpS+0xJ0+Lx+CN6x8BQFjIsr9PwtIwaTDHd5o2qZU7K9HzOCJsy0LGdcP4oyYTlVJ4h8/Ykl6MQfVpg0olGd9RZCaBGZnjBZa1SLrjY1KNXTJVZVCc62oP6bEcgkbbtzvReHbJvjxlLYEck1SJNDOi/z8CxItvDgG93wL1JhzQexbSh2SsHIijNiNfy4vLn9msMirpnzLUjDIUCuAFV6T8UkEk+NWNlbDtzW2Zf+kUvxUuS5nb0rbapCq7Yu+6fUuSx86UmfGCNtJGI2KkSgACMrsMPVMDCAvP25H9dzwIYKGDNDUKxx4RFliaOcY+ygfmP/znregUqo1ubuk8uD7S5kgfqbT6+j97HACQTamdSDbl2D2dPinfV33Glq3PTRoJBloolt/rYJjTaAagfcGxDasZhdU3HtyuZxiUgYGBgcFE4lB8IJlM4cyZs/g3/+Z/BxDpFpU5acGsuJEmTKvO/wQj+53QlYlsKFxc7aHjQ8RWX2UFuvX9YT2oSu32iNFIWUQYRxW/yMgFdbX3KaHOzs7uyY7xsLATKeTnz93/wAeAS+Zkky64YYzY8Nj0GAt07Zp47MWzPqjn37TGhLCN//q97wEA3r8unmN/9dd/DQD4/OeEtU0zt1yuJG31mpGOu0H7iXrvNehxlCGrLZVKQ7kbjwLbspBJJpFKa0Q9y2uQ0YW5+LqRXVQZuZaJT4b53liSxdXyA5H36FGhLEizLQwG0oe+5p0MpP/6fsXLyLfIXrUNlWCzajNLjs/rzIIFx0qgTy2Cxh0VGavYoS0jxyKKAODmh8evz35qZg6H2V2KBZHcbb58Nc3NyVi7aWYqyKai+Tk7vcCtnHPztszHNNvSUhkVtrW2IUzqLPMqFqdEC1KtRSU0Wl2ZlzP0TAS/YZu0x8IZrxffzHQe/+3XXlCCiXRWv0VKL8hG4wzqIZFmrBI0K0WgqoToGItzzVIDfaD2YGbZCY/UcRi1Nd1jfNT0NLJ7eCW4NwyDMjAwMDCYSByKCti2jUwmg6eeeurj6s+hELKxB9w/LuyXc/Bh0Gw08LMf/ngsbe2SqWSp0/dTw5mwlUk1m+IJNV0SlvTNb34zbEOLtmnuL2WmWWYn3vyD/wsA8PZ7krm7Rdvf+XPiSThbkkj+uVKULXrumHgezfFhNOitWamId1a6VEIyNT52AitAqaR588ikNB8hPfY0jyEQZeBI0RO0w/Fp7Gp8CD2jCtE9HRXKZtu0MXWZqb9LJqVCqtr6KrEy7qt3JFO3eiiqTW+e2R56Y7LnARILlEwnkKDpybKo5aCwXaI333Q8Fx/tf0XmLmzS3nOD9iCwlHmWzL1Oj0s3KfajJse9viZeZclENmw7zTbVltikbTSZlm27JuxcY4j6gfz9iw/FU7WsufqULQGwqA25vSaxXOs7K+yfXKvSHG/BQtsBclkrZFBaLDVgHNa4incCIRmEpTwk/DDGYuXC/4964znD22CEQanaab/+7vnwjuwIDjhvHxgGZWBgYGAwkXgoY4pKgJZ1GG2iHBWapPg/jfkApcdQmqZxajTaPu4BonnF+yyP3GTNpuI8M+2ybLHaoA6WTh4gk0Gg9q7xrem9Xhc379wYS1sfLUs7s/SGVCaVZ9YMZQqa2fnM2dMAgEKuGDXCAdJ4nDa93RbIgp7/gmSpSNADLz9FjzfaCzTlwEo1kvg1+l/70WccRaVP1yTbfpDRfyAECBD4HvK54VyBLdq/WvSGi9ug/BRzoTHG5tayeCTuMrakUBI7RoH3Og5oXsR6U8ZACZ1mVegwi4L2qbobxQKtswZQghLsHDOMz88K+23FPBSPCtuykEolUWnK86QpB42ejKdmu3edKPZKvfXUs0/zdObyMs8SZPQOzynPybzQagY24x83d1ifKR+xswzrUNVY/+mF574s+zkfP7zBsuQdfd/zvJacl6H33+Lc6bBNnSN31pYBAD40kwTzYDai7PRjQRAAg0H40KNSaPqf8TFg+0APu/gbd5+vt3pPjx4ffkz3nr8n086I599hSKJhUAYGBgYGE4mHYlDKnCxreKW818qoq6rPVV29pt57RXKJ1bZEp/6F3/4SAMBjltxBn15WdBUM7Gj1t/hbfUPOffutqwCAz3/lCwCATlOkskxe9Nu2q56Bmklb+39/L7LxVYGKYDk23EIG/d3a/Q++D7a2RVc+oLdUhjaVGvPRjT6rNHX+vekoi0OxKExoe0faWt+Q6HqNDXny6aflHGWTbCNPqdmiiB1W8wXQYS67ukrIZKBMPwjbshCMyVjo2BaKuSTmmDBslrYRZXHq3VXZrYfn1B3aebRi8i3Jaaj5HbPMlF2kzQ7OcGXgh8Grr74OIKp5FtY+qou03iFz6jNuL24zazNua3FR4mcWysLsisxgrXn8xoEAorHoMpaxssNckczsXu3KPMlnojHRDCzqeZjib/NzwsL1USfIUHxqTtqtGtuWuVaeldjEUn4mbDuslkAbVJ7sP6BRTGPYqsz7ee7sWQDA9AzZO+086ZhnoMvqCI9fvAwAaLSlH9u7D1av6OExainXv8f3/PyDGNQDGbpGz9VvPpu4R1vRrv09/+RbZLz4DAwMDAw+wTALlIGBgYHBRGIsEafWyHZfjDDaakNo+Fv/SdRyNZaufurZTwEAXv3uywCA994So/XStLiGtoPICFxjwcGleUkTkp4WtcxPv/0qAOC1H4gq5eQl+f2r3/h1AEAqn9yvS3/rsIIAib6HcaRK1dIcapD0qfboMlGuOrao0Xq7L6qMZitKo7NAd+fNTQkSrLJoXJpqGi2ZEdDZwGabfleeicdA2G4zSunre5oIleXiqToLWODMCwZD6auOAsdxkC8WQ7Vcl9fOUXW5sCh/b2xErsOqMquy3IsWa1SVqJZ418Sj5y88CgBYOn4cQJRUtE536sp21Pbmuhj6tWinlj9P0Z2/xYDmLSYqXWfpFJ9OKtoHNxYkPDsrasv5OVHxLS6J6kxThDXH6CSBIMDAH6A4pY4Kqr5jGjCW9vCCaAZrAlyPz9Siqi+XpTMO1U7qjt71OWeYuknLuNta/DIdqePU5T/REVWjyxIdYYkUaqUW5s7I7yyk2NLkqOy3bUdjFDA1U5rHpumIUeb3xrLHE0Q+jCDyNcCos8E4TQn7q+ke5IsXjLiVq2o+tBRQa6evrm3H29QAc84Ba/hvUf8aFZ+BgYGBwScYH0dB433hc8V06JCw/H0pEnjjfTFK25T43/rPbwIAqhtiMH7kkhg67/xMAhTrO5H086nfEbZ17ftMnsjA0TbrQ0xNiySdojQWDNQ5QjB+t4fDwXESKJWm0V7bvv/B9wPvLSwTbmvgHyXWMCGpbJtkOa0Y21EX4B0G0WqZB5XgtSBlLk33fXt4O1AWN4hGtke25WA47VQ2ySJztdrYChYOfB+1VhvLLHu+vCLb82fPAACmGMxajAUSb2wIW2y2VIKnZN/VgooyPm2WeFiYZxLZPF3YGdi7QYeS7RiDqjFtzwmyrdlppu/JyHiu3pLSGesrEhy6TS2CxfmqjkHZmMQ7OyeOAOU5YTVaslzZqzcmNgoAfhCg2+0gTaeIpYywSE9TM3VZFjwZsYwkk8H2OlFBSgAYkOUMyA7dBFmhpcHKMk8SPL9PhxsrlgZLby3JxL5JOulUt4SpVhsscU6Hkc0dKbBp8V2Ynz/O/sccrbQECx2u8mTf00WZI8qQxw11DNob0zrOSN0D2hrafQCb0oKE/LnV4XtBmppgyZI03+NmKwrdSDDdmtcfTpFVyLMszyFIqWFQBgYGBgYTib81BqWuvs2KsJuf/43YiU49JYX1iiyrcfWKBNuli7LMXvzSkwCAu+8I08p4kUSzdF707x/8RBKf2rS/9OlebrkiDZ25KIF5mvom0vv+Ha/PlriaT507I392WaysJVJ4koyktHQyPCVd0jIEwrpcspoeGYAVSpkirWjBSC2KN5oot9OOGKmWfVb1s5a9D92hab9SXbImzdUSH7otqUs2gDZLXqgUpUlEldHdXlkNE7IeFQPfR73dxhZtZ06g9hC5Vj4n8+E4GQ0AVJlqp9Ojm77aUJQFarkVMtPRVE0q4W+zEGe9ESXKDTi/tNSMjpfDd6HDVD1tFtRTdqvMSd2q7ahaHGboQq9F7KIih/Kcm529pU4eFr4/QKtVwyBMCi3vXsIZTqQbtz84jtxDKj2cKsfy1E2Z52pRUZZzUA1L3wu4n+7nsfmpjEnd3JOuzPHpkrDKC+cusi2WOM8zeXFP7IsZMisnNp7trswVr8dClQNqC5i8NZsdXwFIRQAfPoa1OdGP47OI+we2dY/s2OFuJslmKfcf/FgCxCtNamosmWetuoy160ZLyW5VtAr5PMv2MPj6ycfk2/VLTy7GjFn3hmFQBgYGBgYTiSMxqMhLw9p3fxx6TIcs4fTnRNp57leliHmmJNLZ9/+MyVNZgniOpYef+uJjAKK0MAAwtSQS8eMvSVvZokhMBXoMvf6yePHVurKiD+yRdEthKeJY/0ezdIwze+MIrGCARLeKUk7YY6os3l1JS4IUfUrF6q0EAF3aGlTqLrF4ZIY6/QRL1Ku3nHrthV5ptCepZ5kGLwKAQ4k4xcDbAllDgR5sHsdCS2doMlNlacoQ7JjdQIvwKYPzuNUikpY9PokxCCx4vo1GU+75BMuAFFjILsdrzs9GaYtupOQ3LW3hq+RICVdtJ7WW/F0hQ7JSMj8HPL5Slb/7/Wg807QPtWnf2Oac9j2xNa1sCAvb3pX9OlYpSr4u7VyZdMQwU/y/z8StdQa47jLQeGXj6GUaFLZtI5vJoduXMUikmY4sTRbEdEXxcjZJBr7qfGs0hAHZygopE3dZAqXVJruhh6ieH7qJxViAzeup/SPg+zxFxl6clu020ySdOnWO98G0avQUVNYGADtVmas+bWVpzhWb41ssjLlgYRAA/gCWP2zjGcX/9j8c3/+HQ13rwYN+R79yVvjdow3bo63aowaEP2uqOtuOWKlqZyrUKiyUWQSSBWUtf2CSxRoYGBgYfLJxpFRHD/P7LBnRr/43Xxr5RZbUL/3OC/ueN39h6cA2l84c23f/o5+7cI9e4oGW5/vd61HgtepYf/0HOPHEcwCilEK+q/EmqqeP+uAxzYtFyUYL2DlZeZR96uzbLGGtpUGUCXaZeqjbE6lY43yAyJ5i0fbl8reZMlMG0f1GGZSyMy1nofubzWbYZp379JhRu1Wz2dxTaPJhYVl8Xppmh+yoS5aoyVnjDA+8V2WHna6WWdfihjJemh5rfV0YisaXgfY59QL0Y4y7RzYV+OpRyXGid+TdlTX5Wws8sl9Ztpmg/SuS9xF6KK4zgWyP/a3WpI2VtY0DRufwsAA4to1p2oe1pLpDtu7RrpRwohfJtzXJs6aXEu9GLYw3xdRFrbbMiy2ynRyLICrz13ltx94/NQuqZyg4nikW5suScabT0kaabWVoewzYp74X2ekK9Nbbqsi49XpqD6QncDEqxjgeBLCCAazgABvU3xH29oMFCx2Z1597VrQ6zQ7j01yOOW1PYdJvRF58XcY6tvsyP+ZmGAM56OKBEnTDMCgDAwMDgwmFdRgbi2VZmwBufnzd+cTgdBAEc0dtxIxnCDOe48eRx9SM5xDMHB0vHmg8D7VAGRgYGBgY/G3BqPgMDAwMDCYSZoEyMDAwMJhImAXKwMDAwGAiYRYoAwMDA4OJhFmgDAwMDAwmEmaBMjAwMDCYSJgFysDAwMBgImEWKAMDAwODiYRZoAwMDAwMJhJmgTIwMDAwmEiYBcrAwMDAYCJhFigDAwMDg4mEWaAMDAwMDCYSZoEyMDAwMJhImAXKwMDAwGAiYRYoAwMDA4OJhFmgDAwMDAwmEmaBMjAwMDCYSJgFysDAwMBgImEWKAMDAwODiYRZoAwMDAwMJhJmgTIwMDAwmEiYBcrAwMDAYCJhFigDAwMDg4mEWaAMDAwMDCYSZoEyMDAwMJhImAXKwMDAwGAiYRYoAwMDA4OJhFmgDAwMDAwmEmaBMjAwMDCYSJgFysDAwMBgImEWKAMDAwODiYRZoAwMDAwMJhJmgTIwMDAwmEiYBcrAwMDAYCJhFigDAwMDg4mEWaAMDAwMDCYSZoEyMDAwMJhImAXKwMDAwGAiYRYoAwMDA4OJhFmgDAwMDAwmEmaBMjAwMDCYSJgFysDAwMBgImEWKAMDAwODiYRZoAwMDAwMJhJmgTIwMDAwmEiYBcrAwMDAYCJhFigDAwMDg4mEWaAMDAwMDCYSZoEyMDAwMJhImAXKwMDAwGAiYRYoAwMDA4OJhFmgDAwMDAwmEonDHFwul4MzZ858TF355GB5eRlbW1vWUdtJ2Fbg2kDelZlDdAgAACAASURBVKYy3A4C2fa8AADg2U54ju8k+T+RLXwr4F/D3QlkNwa+DwCYnS3LNTJZ+cHiNbqd8JxqdVfO8frSNs/VtoCAfwf8ffhvPTBAeELsnP3bCAK5ju8HRx7PqalCMD8/B8u6d1PBvjuH76nZbAEA+n0ZC9eVcU+lZJtIyKujlwrHYJ/W9+wJ9u0BggP+E9zjoPCq4TOQze3bd7eCIJjb90IPiGwuE5RKBXiexz0yH3SMBgOf+6PxTiScoT22JfPUdjjfev2hflrhf+R3h+Pqhu1EMnS/P5Dr+gNeK8G/9d51vnq8hOy3bGmj29F5HY1oMuUCAKampuT6jvzdatblnJ68H9tb9SOPJwCUyzPBmTMnccAs/HsGnQV773V5+Q62tnbu+84faoE6deoUvv/97+PNN98EEH3A7vVBsO17kzQ9V4/Tvx1HJminIxNkd3d3T3uFQgEAkE6nAQCDgUzcXq/H3/MAgJf/vz8DAGwFNQDAVKctbSXm5b5OzoRtNrpdAMDtWlF+K8k9DoopAMBv/tZv45d/+cV73tODImEBx9PA88fknp89KYtHIiH3c6sm9/pBkAvPqeWPS98D+VB2ktK/NGS8HE4Kix/U1fUdAMBLv/6bAIBf/vJXAADNZhMAUNlZD9v+m7/8NgBga+2utN2WcfL48et1ZVz1g6XjrB9x3T8Y9MM2BwPdNxj6u6/HegPUG9EieRTMz8/j9//1v0Iy6e77e7SOBrF9/tC+wUC2b73xDgDgjddl+967HwAALl68AAB4/PGLAIBLj50HACRT8irphxgA/D0L+vC1Rvcf9Ptwf+99ro7zv/jv/+eb+w7CIZDNpPHSr30R5bkSAGC3UpFrePK8ul25ViYbfUaaTfktlZT52OtIv6q7VQDA4uIiAGAqL23Ozcg7vEPhaLu6DQA4e/IMAKDfieaSk5DnmslkAACrG5vyA78Z82Vps9cX4aLRkjYDLkjLt+T4SrUZtjm/JAvTr770EgDguWfl/bj+3lUAwJ/9p/8HAPDv/s/vHnk8AeDMmRN45cqfh4vsxwKLbQfy/Qh8FXAp1PrRmFJ+gMux9fV9oOxhWQ7PUWFE56J++7k3Jl82m/IN7fJbWijI9yx8Ly3guWd/64Fuxaj4DAwMDAwmEodiUL7vo9vt4uZNESZUYh5lUPG/RxnUQcfq3pDiu7La1mrCelZXV6U9J1J3lWdnAQDForCdVkskJ5WwWq0GAGDDkn6mClShFYQNObYwBBTrYZupHbl+qvc6ACCReBYA8NMrPwEAfPkrL8akiaMhCIC+D7SEiKDTlX5O2ewvmZQ/iB7TYI8mbFS9NjyerivjtXzzIwDA6uodAMDKqrCkVr0atuRQWnIsqq8ov9jWKMsYDP19GIk/lLTiGrExajseRLl3r/7ZnI8nTp4AADTqwghu3VgBALx79T0AwPJHywCA9997HwBw4dGzAIBjJxbDtqdmptgm34FI3IxvgPCZWvtthsZH++n1h7UFXbJbZYTjgOf52N5pYHZ+aqgjmYxoJpyESOKqGgaA6q68SylX5lCjTmmaTGh2hnOIDCKdEaaf7lB1zf5Xq8LWyqVy2PbAkve205P3I5sV9tXuyL1vbstcdpMy3m5K+p1KSJunjss1BoM7YZvZlBzb4bei1ZJvwkxJ2j598viB4zN5GGY3kfpX3utrH1wHALz26uvhGY8/8QQAYG5Oxlm/x7WaPEf91HWodarXZZwuXnxEfiBb8/rRm/fDH7wCAFhfXwMAfO3rvw4AOHZ8kW36B6q5R2EYlIGBgYHBROJQDMqyLFiWFbIitRPpqhsaJWNyrO2MroHDEv4oo1IJUXc7zrBtyt7nWDXWWrYcUygWeG3aszYpre3K7Xq2MK1uledXo2HwXWFfyzdFcl6alW1CheD7yOiHQQBhRO2BNN6majhPu1JIjuyof0HoMKFjP3ysjqyOTSYjLEyZ1OaWSDVbW8JI1++uRB3qyTgVC9PyZ0ek34HXHep3yHoPeHbBkMRvDW2jc6gfH6PEH9KxEVY0ytLtWLf9UUGOTif5vIyb2l/ml8pDbVa2RcL//t8Is37jzbcBAKdOHwubevKJRwEAC/Ni6yzSZpoKbWRkQ2yzT1bh2OogQMbvRfaKSkXYyspdeY537spzrFZF0+CmDvVK3xMJ10G5XIIF2g37Mg92KyJFp9Nyra3NSAORJHNyHbGbbm2JDTSgKJ7LOLwnkcjffU+k+jztWDbZu8PbSGei+/F8Gbe762JDSvClnJkR34V6QxiUSu65nNh0z52VZ7JEe1OOzwEA7m78AgCwwXNu3JT+XDi1AAB44blf4ZF/sO8YPQysYADwWY9w53siUj7cm33oJ8FSexKfX5Pakruxd35xScbmj//4TwAAjz32GADgqcuXAQDf/Yu/AgAsLS4BANSXaZbM9mdXXgYAHD9+Mmzz2JKMXa8rz2lmWjRc8KlxO4TKxDAoAwMDA4OJxFjErVEH2/gK79NecT/X39CLj6f2epTeeb6asuJt9/uyIrfbwogSrrq0yjFd6udXdkU6OluWVT9L19KdnEgUdxLqug0kXUp6FAjaltAaO1AG54yNRQUABj7Q8sigAumXx8ei9iYvdr2AdiKM2KKsEfaqrrSZrDDCQlEk2s1N8drb2aFHE7cAUEyJpFOkjSGYkfHaoWdVjzZHtT0GI3pkfYZBEMk9kUuvepsN7+97gz3tjAsHMb0HsSGq3ShB76Z0UsYxn5Fx7KRkzu1WZH5W1P4RCwmYTsuxvaocO1cWZlqeFVamHo3q0l6pChNpd2XO1Rqyf6dSC9tcXdsAEM197Z/N6/oYn3dYJpPGk5cv4cYN8WQM+AzbbdEqtJvD9jAAyJGxZ7Ny732yv0ZDGNPb74j9Op2S/qbS0v/zZ2Su5eiRq/N4c3snbHuqJEypmJe21Xu3QBt035P+zUxLv1TD02pLW3MLMv7nz0bzIZOT/99dlTn+8o/+GgBw+mvfAAAsnnjsXkP0EAhgwYeNYRf9B2FSoYbCOmD+qpYi1Frot1P+Pk276q/9WuSFvHRMGNTsrIyNvhubG8LMn332UwCAIr8fli19mJuT9+G55z7N8yNP6K2tLQDApUsvAACyZMc+GRS/Eve40wiGQRkYGBgYTCQeikGNej7dixwd6LWndqs90jOlMkrpuvonk+qBE0lrnY5ImE3qnlVi2FgTHev7164BANwp6vRL0pbrio40nRHbQGo6HbaZzz4OAFhwJQ7CXRJp17/28Uj5fmChM5B+9SH32CMDGZAtpdNRHFTzwHEbDorTIMZsXtiQx+BbtSOorWBpMfI6y9Ju0GNc0iwZVJb2mM0dkTIruxpfItKWR2l+NNg13s/ReB3degPvvjr1w2A/Mrafbex+6PWFfQ8Y45VNiwdZckk8R5P0DKtUhNF4vGf1AgOAW3dECl1dE9aap01kuiQSv2oJNCatSg+pdlv3S1udbhS3Mjcnc/b8WfGiOn5cbAP1BuPaasI4Xr/65oPf7AFIJBKYLU+jVpVr9vtk5TmZH4Ws3MfJk5HdrVEXFtjp0CaWkHlZLsuxK4zLa9F19R98Wu4jk6GdwlbDq9zznZXtqEO2PIMXnvsCAGB6Rvpl02BV5bxUJuXRzlOvyvdhdU20BefPR555p87K+761Lb+99c4bAIAbH4kt6uSJsweOz0PDGiC4H9Pdbx7v0VWxOf3GjnyH1T5Noo6NDZmrV6/+Ijzmw+vLAIDj9LBrcB79/NVXAQD//Btf5+8y733IN1ff/cXFU+xS1Kf5OZnnDoOttQNx2++D6qAMgzIwMDAwmEiYBcrAwMDAYCJxKBVfEAThvzgsS13B957zoM4R4fFqNLSGXYQ1cDdu4FZjYSYrKqg+g8luLy8DAFoM8p1eEDVdpSvX2rGEzltUWVQ3psM2y3OS0sahIdaiyiRUoAXBWFVSvgUMVCVBd3l1jujy3qdnomDFvidqwDrvLclnkdQccY6oQdSrRFWk6taq2xTVIol85CDi8ty2BjzbMuaLM0L/Ewn5PUcnikZO1DkaqLmzI67XvX4jur/Q1VVT8YjqZkBVI/zBx56WbDRP3bCCYVhtEqqtNSg1LeNzgm7mPc4x15Zx3KX6a4eu1+1epI67uyXqKXVkSDHFzsqmjFeDbr+aEkZTI2UZaJ6hE8DMTGSAfuTsGQDA3Jw4DGiKpe1t6ddBaZ4eBqlUGo9euIQTNKSvrYmz0QfvidNEj/1uN6Pn3eEXJZ+V+XdsUVy6F2Y1DZGM249eEfV74NOph8+kSkcRh+9/JpUK29Y0XksLdPm31Pgu+89fOAcAaFBFPeCzbDVFnZhMyXiub26FbdbovFGeF1Xpi7/6mzxG1GE7lZiKcSwIEASDUP0WBWuHuYX2nsJd9kigtxV9lIavYA+HnmjKxNKUPINPPf10eGyT6cxWV8UsoqaUpWMyHqq+r1H97CTk7yRd/PU9GHql9P/+SCKHoW4aJwkDAwMDg08wHipQ14mlG5L9st1vTdwTLDksBETGcnVdpoSv7um6v03JNX4Rl4Z+ZQkq3Rbp6tomC6pDpLCAEuvWOtMoBWLEbltrYZsnahLM9+QpSQa6OxC2ECZ3HKO0HwDwgwA9MqgOA2VbfZEbqpRQNzcjV/BuWoyVGuBqUTxq0NDebgrjCxM10gU3Rckoza3aolUKBoBOIJKmuutrwGjaHXbnVWtnJq0u7CIl5/Ky3Yi5rldryhaE8YUzx9E0Sgl4voePAwc5kgzJqKPBxprNnC7e23SZXaeEWacTwC5TwfT6dPpQ1/ogFlStDrWU9MMQAV5zdkYk2gxZTyYn4znFcc5z/uo4A4BL55cuQyvW2K9b6zLm6XwW44KbcDFXPoYVzst8Vt6N0yfFsWF7W1jGVj9ijSeOyfuytS3MI7DkuRcKMu8Wy5pVX97JXY5zuydbi/MinUyxD9G3xk7I/PzgQ2Ff585Jmp5GQ6T719+SYOkOx2ZxSWJF+gNpI6Np1GLTYp0pv1559WcAgBe/8lUAwOaW9LvVjdIijQNBEMDr97C6Io4zhaLMgamijJtPTYMd8ygYMLXTrY/ERV+dD06dk/uLQkwIfqtUa5FIyPy5+rY4R/zgh6+EbV9g8uONdQ1fkHOfuvwkAOAP/70k2l6j49nv/hMZny98XtzPfSYOjmvK9gTwHzwc94VhUAYGBgYGE4nD2aAg4ZZU+WLAFdrhOhelL4rWPXVHrNWEvdy+LVKAuqNqwKEmhe2re68mJB0JqszTbRoA0gxCTSfJpDRVDNdsTfi45Mhxd3jcIzPCNraqIhEGuai/p1gGwB0Is8gnhJVpqYn7uoc+BFj2CS26m1eZeLFByWmL+nAAaCakXy6ZkOXL35WaSJG7WzLOfTIjdTP3GTC5uCT2JE0LFdX6iXTV6aQwptysjJtFxpx1RTqvU0J1aJ9JUR+9kJXfc8UolUyL9onNDWGp27yXLtlu4PtodyMbxjgwytpDIjXsiT/0f51mGsVwmy7iV69KMtgb128BALyuJj+VrQag+mRJthvZgJK0IQW0u/l0t/UZSJ50lTEJUyozJYwy1WxOxtFNRWEQmqxzgwxleVnep13aDVOtiG2NAxZszDBAtlQUW+3xJXHTfuON16Qvq1HJlhNnTgMAGHuMjS1hOycXmXCWbPkzT8pxP7zyIQDgxy/LOM/OyHy9eF5sIHNMCA0AraZ8I65elWSnhSk5prLL/e9IG5iWZ7O2vQwA6AQyfiVqUvLlyK7VoybiAvt99arcU9qRuexb437fA9jwcXtZmNna2lsAgOdekKTU5QW5314vei9vvCv39dYVCR3ITMm8mOWx2Zzcj+2NpBGjLUprwt24IXP4ys/eCNuu12Ss9PvW4fxO8Rtw7doyAODtt4Wdfvmlz0vbHBc/0PRFMdb0AJTpQe34hkEZGBgYGEwkDh2oayHmpEFpyKOOuskgr/X1SKLa2RGbiAaJVXdF8hst2aB2rVFvPY/6bU0622pFxca0DZcS/OL8cCqUxQXxsKoxUG+WhbQ6Den3NFlIyor09o0Kk1jeFKlFAzbny+pJN16XswDAgJJ+m8Xy6vQubLL8Rj+ICvo5KZFiKxxXryuiqpYg0OynWmG3y8DRrVUm0KQ0vkvPu81KlEpmoGyC//mly6JnnvuMjKub1DQ2ZJWa8JLPyOF9JN3IM3CmJP1VSfg2U+BsrAtD6XQ6sOtRcOvRYIV20qG9od2Tnnr7nKksq8+5vL4uHomb28L0M1Myl3qcf92e/F5vyjbJFEgamAoAfZaB8Jg0M6H2BXpcVim1alLeJp9VviosKc+kptlsND81CLqndh/aI4qUqgfB+CT+bq+LG8sfhHa5QVhkkl6HA2XzkZ3o5u1bPFf612UG5DxLY6jXoUOP0AW+V9/7vkjo1z+SedFoyrWOH4sCZZNJ6ccOtQU/+vGP5QebDCkh45xlAL4+9xS/LWnaVDNBxKC6fE8cVzwlz58ga7XlGd1djSVTHgMsWLAsG1l6wq6tCsP81p9+BwBwnEHP6VT0Du3cFTuZetRpgoJ2m/ebozdjeA31SFVPQZlnlx6TVEff/ObvhG1PT8v7WSjI/E0wqbTaPy9dlHO++hvCnJ55RgKb/YG0eT8v7aPCMCgDAwMDg4nE4WxQvo9+r4e1FdGfqoeWxsHcuS0rfWW3sufc0VLu6m+vKXnUFqLFBrWMuMYCabyUHg9ELEvLh2sMyPS02JG2GIei9oIw3oQS4TR1/CV6UwFR4lm1lfR2xiXd74VlAY7rhOzQU9ao6YEoCbmxkiVqe9qmNNVl4s4SSw6E0jhtFQXaoB69IN46T11+CgDw6s8llclqjO32ef16XSSzW3duAwA+8/RnAABFV6SqAsdtmR5QCXpTpsjOeu2I8elzm9JYHrVfBpqGpgZna+98eVjsJ9Htzaa1NxVTQAOc2uqCMEkx7y0rcyRLpqTxO2FMjd4XGTcA9MkikiygtzArkv2FE5Iexue4bdPD8Q5ZpcOYqgLjzKanIptehpK1zpkFag08xg3V6lHpi6Oi1+/hzsqtsBCozillUD1K8Iixtq6+tz15b6KYLmGBYbFDxtileD/62Dyy92vXZW59+7s/Ddt+/nMyd1NpSVW2y7iyhCvXn86JnavnS5v5PhP8puS4pCXzMp/RAozAJuReZiDHlEoSS5XQ9EmN8b//tu0gx74mbOnj2rp8q1o90XQsLESxmek02THZvXrZqj1cU7ypc7WVGNaiODzuxZeeYYvxz77yLvWiljHyBzKGTz8l46FJYn2/x60mAf94OY5hUAYGBgYGE4lDZ5Lo9zpYXxNJT6Os79wVRqWeeG7MBqE2JY1Z0lTwaj+KMyIgkoCVYSlL0uPisS0am5SgNJlk7MTUlEgnJcYY9HuaeJZlLRg9PU/ps1aP7DCBSl9M7LnLBKkHFVg8CmzbRi6fRdZltgxKPhSQwmj6SMoB2moD6TD+gPE3GSaUVTuS1ZXfp8ti+7n8lEifn/2seAstL98AEJU3AIAk2VY6LZKylivp8FozGrNBBqWF9OqMCSosUn+eiZLbdpgxokuW6zJGrUDbVNcbwLLHIydZloypPuco68hwstg4o9LofJ1Das8sUSfvUnK89i6TB3MeaqLXPtmEFoWL34nG8qULMm456vvLS6LX79OTsqGZQ1ZEeu63ZLw9T4vaxeY8Y6VyORnHIvvpU+J33PFlkhh4HiqVXfT4DDt8bzQDhs1+xRM4KzPOMx5Li4a2aU/1fBHzEzwldCLlLSa0GCqfg3pTAkCzIQUgL10Su9RclzY9Pru6liIhs+qfoqdwR+b1TIcsPjZE/TWZ4/3Lwm4H1Ez02V/VFowLAQL0vT6uvCaeiKqtWGLBv4/uitbi+t1b4TlnF4UxWh15Ly+flHEol7VMO2MhazJvdrbluBozalToQa2xktlU5Om5tKjFNOW7N7fAWEdwXHzGp+m3yNJimlre5WFt8saLz8DAwMDgE4zDZZKASJwaw3LnlsRgVKlDTzPi3Y1JcSrdaGR0t81sBZRENd9Ym1K62olSzMGlNqsEt1qaAEAkdfG3DlmDSv7KdmYouaZZMkEZlEp3WkpB+kd9NRlfkveixeXG6cSXSLiYn5+HUxM7hk9pXFmmMiivF9k1BjbtbWSpyjSVWao9KEsJNltg3jzaEW7fvs37YRxDrDRGim0Wp0SKGjCqvEHWFjBrgmYBeIQlH3Zoc7RJ37RYHQB4bRaPpOeRFrebpvTX7vZhj2QmeXhYcBw7nFvKoJTpaV7AOGPT8uuhByKLV166KFJqm2UhProm5Requ8PsEhrjpAUZ42yHc6ZBCfbDG8Ja17bV5kbb40h+wiyL+OUZ35LLRfOzVCIbKJHNkokmmcWjxnH+9ne+t/8QHQK9Xg83b90K7cLqIaqxXy0GO2leNgDweS/tlmxbtEeus/R7gbkf1Ta1tiFjceaUSPLttjyrbcY2xcNrWi0Zn0fPCYPKF6Z4DXkm761JTFVQFhtfjl7GtSY91Bak7RUvskEN6CBpZ5n3ssjfOIfy+SLGCT/w0eo3sLYjdnvPl3Gqb4sWanudmSvS0Td0fVPGLsn7WduUMXv/XWFZu/T6fPUVialaoQeqFsBssHxLj+zQir1uS7OiRVqYkfv87PPipffs5yRLRyZNbUQwnO0l1GRZPTwcDIMyMDAwMPgE45CZJAL0PQ+3KIVvMRZHpfmEQ3tTrIS6SwlVvWISjLgfeMMrsq6UalvJklmlGAOiXn1DNiuNoaJE3GVcyd01jbERyX86JxJUjmyjRC8/jTOxY+XTK/RScRkPkOG5QTB+BmVZQMKNMmCAmcp9W6QZx6GEOohynbXpyVOkPajTEkmzSf20mshIDrG+LnEcP/mp/H79I4m7WKW9YxCzqfmaOZ6Mskf98w6v4ZMF18kAWozvmaceu1vZK/XmKSnrU/MS6q0pz3fgBUOM+2gI4Pt+yJxGPUcdnYOxOaR2FD1HY360kGPjvMzHY4sSfX9HmSfnnusyz2Og9phoXvv0DHQ0jSO9+hpk6aWcsKFCRua4m6QNkLFCpaLsL89EEr967RVpZ80WmH2CkvAu7UPjgNf3sLm+iRxZhHqLNRhXqIUV/di77HW1MKa8R1NTcg/6Xldpp97elTF4nxk6PvWkeItt7zBD/lsyX+dno3t/75ow0A+uy3a6JL9t0lt3m7kCp13pg1WQPuRZiNPic085kafjLGP6Cj7j9coyjhr/1BiTfVRhWUDKDfD8M+JR9/7bcv8pZgXPkcFVmtFzTJHypJgV/+ayvLs3bvw5AMBj3GSj/v+3d2U9cpzX9VZVV3X1Ot3Ts3BIcZVoaqFkyYZh7Urs2ECQAIEdB4H9Ej/4yUj+RJ6M5CmAkYe8JA9BEOchCBIkgR0vsWwria3NsmQt1EKK5HD2md73qjzcc+qrHg7JGU7bHgHffemZXqqrvvqq+jv3nnsOzEhxzTFjFOH+lsmQeWdq2jUgcReFue9+R9m9r76ifaBf/OLnRETknlNQ3YmovYcNRHc5Pvu8j1oEZcOGDRs2jmQcCEFFUSy9fk/qWEGx/sFOd9aNwhQzbLcyBFfsZHWRGcQ+KKpr91Mq2yKaDxeRPXtYyNqirTn7NrrQ7qpjHypAQ32oL7gZ1fKa1NcD4wv7y2N0Kf+9b7PiO0cssYyjoRSRby4BbS6Ceed3oLreNX1CWxiHUUylbH2erDLWzoo4JwOs2ndwzohE11ATqM0vJttm/Yo+OqzZtFHXoAYjtRfJeKIauQv6YSbVG0G9xkzB1KVEzDlbWFhM/JIOG3Gs9SaP/mR43tQxwRBLoUaqn7B/LANExH6d2ryei5OnlXnHWt6Ada2IrFR27Ztte54+lyeCRz0wRF/Twqyu2mdR85spo28np3OuBI2+UkrbkNqK+aKuaLniLuLR9adVz9Pz3+22pQ5kTN+1RLcNdaZKxaCc9kjfm00cDnAuPD2mcURFGB3HfI63IB2ruZoe3+ee+6SIiCwtGC+0//jeCyIi8vf/+M8iIjIPdHXPSUW7C+e09uTj/tPJ6LnbgqJHf4j6rGfuT9EAdV5Ht1VvmB4+EZG19RsyzXAllsAbyEMfUz3DTh3zDn1hVczDk2JqOx4QzwaU9YfIuDDL025THxKZDtQyfYc1dtyDoc7hpPRN8+ypwja7UP742Ytaz8MlLl/72u/r/s2wbxBZHefmn5D9MZ1tDcqGDRs2bHyE4y60+Jyb1CCImFiLyqZcMN2kPoR8dRxNPE/kxBUVURF7b4jAWDeYRFb63gJWqFSS4DaySS8VcufwjWF+vINud4OORHq94cQxFPL6WreXYg9OKRzXlUyYk7jbxHeiZhLrWBRQykuzpCpgLvVR72vUdX991FeIZukZ00P3P5mLrAEE6Oy/cP+FZNschevL2sXPekwXGnFUusihR8zvwxMJqM5HjcpLIaIYY021Dy/pc6GXl7uniejdhONorZOsTqJgIjonOR5Tg+jUdTyIgHJVPbYS0M5ZjNPnP/87ImLU9N944y0REVmFD1MXvUsJzBSRDGoAIZBHiJVsDvMtn9X9msN3njyhtbxZKJuEPJcpNXM/1O+vVGt41N4eju/m1vQcYLVPrygy1vFitoPmryzPhDmD2hwBLQ61uiEYZi2Mz3DIOptO7mefUJWS6zdu4PP6uQv3qrp4Pm9UXn7r6SdEROQqvJQ8H8gdPlFFeKU56GXMwweqi90rBnDkLaQQ+6xmUUpgx8aYK7M1zSwsLC3dYnTuNiJx477kQ53/Dzyk37OyoYNaGqOfcdRJPrG2qfUwF/NgHqiSuo+9ntakEpdeKtDwGsOc7LmYo+OUdxPujeMxFCREz3EO8/zSJa2RvfLKL0VE5LPPPSYipl8t5r0zBYjipO9wsvHwJkWXfYRFUDZs2LBh40jGAR11RTIZL1GKGKfYZSIG5aRZUsxHsu8hBDLpUSjC/gAAH9FJREFUMpc/mOyLYn8OEQCRFhFV2r+IyI0acKWSrt7GqImEyK+WEtVysNSyYBsmPURmmyXUARyoGW/QU6abQnhTYvI5jitBWEgUBbqsoaHPbMjaTspxdjxCDQorPaLZ2YqupFnnoIr8kNpyqMgQBc3Cc+ipZ59Jtk1VhW9961v6WZwbotsRVltFKEXQA4Z1rRIYZcOuQbk3udriO3ju2q32Xa2s9gpHHPE9L0GTrC2y5kSdvV6ql2440HnlYq3GPh6f4wqNwzmwu44f19rB+fPac/LjH6uiNpFUu2NWvpz77BvLwz+rmNf/jy1oDWrxmK78a2To4VyGUDHIhqZ+N4OevjKQNLXstnb0fLMWOY1w3YzkilUpFBTFbK4rOuPK/NjicXynOWbfhYoD6iAe0Lfvsh8SCgS45vrY3wxqVKxzbdX1c82WqQ+fBsI8eUJrTu9cvoTvh+PspZdFROSBCx8XEZHtDfSoofeunNNxbXRNfefBh7XvZxZakVSjCXBPabSMysxUInZExhlxPbBDF/X7xqhBbTf0/jNomXtrBD3IclWPOwcA2NhUJDlKslNgkjr6Bhf1IZSWk8conbLA/dRBj2MR8ykD/cjRQN/7wguqNt9B3fHes3oualX0vqYU7XOooVKVhdeS5/O6jPedNbEIyoYNGzZsHMmwP1A2bNiwYeNIxoFJEiKGjDAa72rCBfT3UtI1JBswFREgddcE7XlnRyU/nJgW7/qYZbMvzdIA05mmETEyRCRB9PukPpI6CnM3T2FsBqnJAsQSKekzHBpq6QCpvHpdoX0dxIo6ir1qnzydnJTniBR9R9pIRbk4Zh4hCQUzBSPueB3F5m3IzJSQOqWlSBPpqxas1gWpQKYsXED6LBplH7p4Mdl2uzlJeqA+JIvjrP8zNcpUTxfpHJJX03I/lBXKFydp5mRjB2GY2M8fNqIoklazlaSRA8xDxyMtngaBJiU1gjwWU0/jAc34mOpDmhgptcce0yLx4qIWtytVff6tN98UEZH19XVzjEinFiHoWkFTJIvcx09ourBW0/9LaL7OZEFCyXCcTVG/mGcKWv/vomWiiXO3sTk9kkSQzcmpey/KJhph3W29ZrMgjsyASJBuK2jW9fgHGFeST0h+6HK80Uk+GkXYJu4luEarSK3y3qKv6XsCX9PYS/M6fvWWtmEwvXn9hgoJHD+utPPanKbvfIzrTNEQLwYQhaXJaqWi6dYZtBv0BpOCAlOJSBKLkmhEySymmPX8ep455wW0FISBziM31utx/ZoSGHid8h5Lo1NetwWkmAtIMQ9G5n7H22yA7xv6mLNIx41Aw6fx5KsvKVliFUQVUt1HKZsZzvcyyg20nHdDPeenzixKpzdZHrpVWARlw4YNGzaOZBwYQUVRnBAZaEHc9yByuod51W47jTCA7QYJDRBITR6ByhyuaKNJKZpMWhYHC29Sz0mgGGK/AlBHXQghSpYoDU3DEZGLWcH3W7pKpKhtF02JfSodxfHU1I68aCilzqoUs7rxOdCKy0BMHOdOP7XaaGPsx5Pj0QOCqrd0JT2D1TrHpAfiRR7yOufPqxgqV/EiIt/59rdFRGRtTW0LAqxeexD8HIDEkQXBgSKidZAifJIAUk25FPcdDCZFJftYcYW5nLhTMj3rdLryymuvSwWNredOaXNtCUXbiAiqa0zoeolwMGj6fE8fRBWQKPKJZbmuRk+e0tX5DCjh9z/4gIiI1Ld3km3TboOSWuUZfW8Z5yYPEoSPwrwkNiH6b7xLfklExAVO7UDAd2tL5+t776v8z5UrxqbhsOG6rhTzZRnN6HG0caxDNuoCscxXTTNtFLFgDzIMZJwwNaTfQ7sBbgtZCtH2QYpKGs913Dsp2j6bo8cj0N5xjngfWFhQSvjsrO4PUQgzLFvb2ujK9hMRY+7HczCEVBUzO2krkelELCLj5By7IDQUwHxoNnAPi8w1HyL7wXtpa4dEFKB8HE8OpIgRJMpakD/z0Zg8A5PE4TiFzkp63Bxld6TnwQca87B/HWRuKmiJoKWR60IWLYU0SWjb3tR58tY72rby/Z/8SEREFpfKsrxsMg23C4ugbNiwYcPGkYwDGhYq6qB8DhEIf8ldiBpOGJhhpd9GTWQZqx4KPXrIOXcgRxLmdYXvYInFzw2Rw84EZpdZ6yJlkc2opEWX0EDoCVa/qCeQ7tvDKrSdav51QOmmTUALtvZ+hnWg6UkdBW4sZ7I9CWBPEdL2HjWzGHngRt98Z76gf9dAhx8CObFp+uRJXdk/8aQ2NbKx9L331C6C5+bLX/mKHldgVlMvvfSSiIjUd3RVPosVP4V9d2Abkb1XV2QFIL6oritT1gtY3xIx8klckdJaw6egq7hTMyzsdLvy2i/elKUFrSMsQmQ1dLCfifGeqUF1cZ7ZXEyk18W86+Axl1MU/o2//HMREelv68p7B/n8/iZWta6pF/Zd/WwY67bLZX3vX/2N0viTiUtpKSAlSnbRJmSUEqAdAE1vYTw//FAR0zvvqLjnysr0pHkymYzM1WpSg7gyLRmWr18WEZFiQSnvfsac7zCr802KaOnA+W61tI5VyrLhHrUztlRgBR5iPu6ggbqTWplngXK4Qh9inEqUfwohsuxyfs5g/0DlBhpLo3kiuJmZKo5Z38t7iHtXVfo7hBMn9y7WeNqw3Gns6PFGbsoCCJ3RzDrQIDQRN8C1xJow65SCrFQR1yNrUa2OGdN2d7IGy/0qE/miNnjPcR3LT3xKG/v9APd+pJaGA3PPpy1KDFmrhy8qsl06pvuxurIuP/2fX95mgExYBGXDhg0bNo5kHBBBRTIcDGRtTRkcQXZS5NPDcoOSQiKmIbPZ1F/7Gzc0H+n5anZXRE2kAdHOEhoRKV+0sqLvZ8NuLjT5Y9rIG3PDzMRnc5A2ibE6GCGVn4O52wCmaJcuvZVsc4xVGVHiCOgwD6M4x3GSBtXDhuu4EoZ56QxpQaIro5wgt0wGXEostAgm0qOfeFJERHYgEfPhVTU6e/Lpp0VE5Etf+pKIGLbZJthdXHWxZvLyyy8n23737Xf0D+b6UVvqAQXfWNdzIYHaxpeR075wQq0SQuS649ise2LMiTzEVzk3BlgNuo4rMbVzDhnD4VCWr69IBii4x5Um0PcINZNOqpm2B+SeCXQfiFYoHcT6ZoLOgW7bNZWXWe/A2hxNiaWMWZ3PYP0X0rgwRKYBw8NZZCpMrDlhf8HwolWFiBEMff9dbVJ9601die5A4iiOpsc68zxPSoVCIm1UA8pYqGmTZjTSA7mesifP4VqsoO7GOtDGps7TARETzz9W7HnM62ZbkSFZiVk3ZX7q0D5eP5uFQWrG13m3XcdnsYIvFBRJ07qnMoP5mTrGEVEq2IQuLSlQDIudaVWcNaJIpN2JpLGjx3Dt6mUREVlZUdZwp4vacmAQVID6lOOgLoTryxiwAsWDaUcx2BI+l4X9SA51pXrTzNFr13TeJPdONJHXKjq21Rl9PIXGXOgbiwtZJacExnac/i3IyUSAsfnww78tIiKb6zvyb995/qax2SssgrJhw4YNG0cyDpxhjUWkjR6c9Q3k2MnqQn/ROCXnvpu9tQWr43ff/QCf1V/sJkRNvesqjJgFv36AGgDllQz/ytRfWEfhfrBvZITH9gD7gx/7a6u6Wrl6RS3raUUhkpKn4aoLiG2mAnNDz51aGcrLF2Xm0Wfl2pt6VE5Oj+cKmDRjyI+MRuY0RS19zy9/pH03tbyunr7+Z38qIiL3nT8vIiIn7zmp34EV6mmsaBNJKZyjN15/I9n2JlbnlCfqgIEH7Vq5dlXHiwCJeevQ03OY4QspBJVxyQqCzUpTt3n16nLy+miwv56IO0Ucay6829A508Z59SGrw9pOGpHQdC+IJ4+J8lnZlHWMiEh2rD01Hp4/ldGV/hjH0C6a9zdWUGfZwfxDfTVGHTYSWnUgn0/UNpi0jWlA4FfEzNmrVy6LiMjGmiI5Dyv9fGhW3ocN13WlWCyKg/NZIOOuoiy54YDmhKnxxJwpQA7LR98j+x/JJuX1THQTQOqoj7rJxpbOxZ26sZppgaHaauv3LUB+irUOWj+QHUn2JC1SuBz3UuLLDlb3axvKKptBbTxPQeRdWaLDxtZWQ/7pH74vrqNjyTk5HOq49Ye6r36K/ZwHq7c2S5aislN7bcgxATkWCzBZhYXJ0pIiyHvPqSRVrabwp5XqA1y+oYzdVkO//wSsS04c03Ocz7E/jZ/Q/U2YpYm9zK2zIKytiqOfnZsPEqHbO4VFUDZs2LBh40jGAcViHfE8X2pzmo/MNpF/58oEj0Gqr4WCo7RXmK3V8F5aIOjqcR4mbhmsaMhMIZOMNh0TPSFUnwDS6IBR5WElNegiBwuGG+2oyY5i08Xp08eSbdLeI8D+sj4SlHXlvIc/111HYXZBHv/y1+XyN/5C9x+MnsBBXxnGopsxq5Oyr+MZ9/WYmmD1PfPssyJiUKTnThrXubTCAKJaXdWV989ffTV5TwfsthCsHx+sTD6/vqqrLdZjTp5WxuAH770vIpIYWQ73ECxNRIMxvlXUpJavLZvzcchwHUdyvp/0H7UhVIrFu0ToLRmkENQQNahsgP6OMpQEZnWOl2BrEaDOMRsoyvHRH7Id66p0NaMop9ox9dd55PWbbDXL6He0doBUiaAiImXd7wHsENht3+2Z8ewDfY2IWmJ9T8AVaW5X/v8QoSy+eYnBfovJJoSNhSO6D0HKDsRjzSiivbj+m88TUen+EaHmiFAwxUu+jmelpCv4G2vLybbXN3X+hVncK3xYmbu6bdaktne03nX1QzXdm52D4gVqpK2WQaQEADGQXQ7M1Fj0PBZdU/+dTsTiSE9CZBSO36sosDJ7HPuocyYQY/PhQPmC5oI9WLyfO4X55GjWZHNF55XT0Ply8Unddj7LOpE+zKWO6fRJ3TbPsePyvOE+M6ZRLO7X8SSmoQLQnoGxTdyMEveN/df1LIKyYcOGDRtHMg6EB4IgK2fOnJVvfvOvRcTkFomcaJiVLtIksur4I971vJdQmYCGkh9Xd+L9SaR+fYkK+BhFk3lQrtrdXUUjooikjyr9Jbu+kL/2EVaotVrtJnWMuw03k5XiwjmJUcMZgZXoYFXci1APwapORMTt6zE22CWOMafNtQu44Cc9YpNjM0Av0KVLythLqz6Q+VdlTwi28b3vfldERN5+T5lj3//BD0RE5OnHFbVVoS1XqOi2Bm2T426hfkL2XguMoxxQbaVSmdBuPEy4jiO5IJBsyI562GsA0SVafH1TFyUip018kOi9wZLFp/0A7SBgh7Clx9OHWsmCo4/dGVMDymMV7I20blSf0+MkCqLawnis+zCk7mSs+8/rK20j3wF65Ta4gs2zZhZMj3XmiCOek5EhsgjsOyqjltZDLaMAE0UREb84OX5D7CeVOTyMV7mkK3cXF1+D2pzotatCqSCfNfOzVl3Eo37mylWdjyG2RauMbWxrZU2R1FnoKpZnNAtSbxgLjU5fz+MsmImC62kd9Vjxpsvim60W5Y/++CkCTAnzvBcRXuh5fPt9c83PFnQeUcsuj0zRGP2dhVjnN3u21qD6EKJXSahKETOVYPbHwVxzWKCPWQ+Gyk7yTo7D7lrTbcaHpaddT0/+Etw+LIKyYcOGDRtHMg4EBVzXlVwuJ4888sivan8OFAka2+fz04q9NAfvJtqtlvz0Rz9JVlEyRKc70FqM1UzGNSy38Uhfy5bArkHH+Q6QSh45/Sg7qYRNJNVuKxOqWlGU9NWvfjXZNk3bqP1FZJqHOvH63/2tiIi8/pYyCDuo/d13TnvaahXt5J+vGLXo+eO6+pvHyWiBrbm9reyssFKRIGt62w4dTiyVCnXzgKSoRwjGHnUMRYwCRxZM0B7Gp7XD/hAwo7BKH4PSyFJowddtlrv6XZtdc0nNlHQVXnR1db4EYz+i2S5qTH0o9feBpLhIZa1vO2XjfuOaKnWTocia3gLUHgZTqueJaC9QEGYkg9KT4yDLgelaAZuvmtbiQ/2vDO3CNuo9H6AeJLAyzwO5N8G49ANFpm2Me3NFWWVBxiCJENtkLbGN2mgQ6mO3ociBPUTDWP9/811lqs5Rq49oSUQcZEOurmgv1+rWMvZPv2u7PV3DQtcTKeSdBEHRLDVGHxYTRCFUMEREMrBqD3xFkCP0HPnCrBMQNxTYa8iSOJHOFYc4JLkxpnrlkr93s/G8ycd4F4Ji2mkvIHTTjXfXE/EtPrdHWARlw4YNGzaOZNxVMYUrQMc5SDZR35WUpPAXez4Eq8dkNY3i1O5u+zQDhLriQ9gjt+HZVF6A0i5si1mDujV5ZB9KBjHrXdP7TR8M+nLl2geSd3S1NgxZg9JVZx/9HZ1UK1kfFswO2FAgl8n7l7WvrAY2JJFUEaoZRApUdj5z9rSIiJQKZbNxDBD7cbpguy0CBT35jKpUZMDAK86A8YZ6ASUHlutmxc/uf+7HEH0U20N0tLnufkZ/XxFLLHE0kmJhUiuwg/pXB2y4dA0qykILDT02H15WRuIOektKFa1jlHCsbqTH7mYUAZbAFB26ejztDXPshYoys+aPKUt0u61HSl3EZls/Q0BHVYUeVBS4T/Ud0wu0Cg+gDFaw81AYX6jN4hgNQ/Gw4TqOZLOBbLf1mFDKkdZAx5Nq976XqruBrUdmH3U6C0WdZxkgeg+fmZvXeUE3Axf9j+tb8GcqGnSWgw9VA/5PTz3xWX0e8/HdD2BL3uP1XsR36edyYP8dmz+dbJNz5NrKZRERiYRKEtDBbBl1+qlEHIuMx8lJN1Zo/AOao04x9RGMEdh7ZH8CeIvvKtpkvXQMROnekmGXvuLucPcme3r3+5Ob6c2fv0lpZxfz7yBVPYugbNiwYcPGkYy7QlBETo4z+Ut5u19G/qpG+FUna+qt/1MtscaG5tSf+YPnRERkBJVcrho8UAVj1/z6O3ituaafff21X4iIyNOfe0ZERHptXZXlioo2XJ/MQCppc//vzCKbnguUCcdzxS/lpO/pqrPQ1e/IoMcmGNO3yhxzBxaYcUlXpmFB/9/Y1Fz5GGypHGoqDejR7T5XIXL+g6qpb5XLioQ2t3Rbq2vaXc/ekIsf/7h+hmgS2yhi1exgiZ24+YpID1p2Ta6QgUAhPyiu40g8pWKh5zpSLgQyD8GwGmojRHFkd23vNJPPND3UeeiY/KFqGlLfMQ+l7DJqdnmomns1XdX2I/1ctKaIIZwxPUtxUbdd76LvBnP/xRdfERHjeZZ4HzV1td4Dchqiby9dM+uib+vYMe1xWZxTZFcGu5A6ftOIWDRj0Ucv4/YWtCIxBvW+zpNizjDtqMBC5mEWry3MKwrnqc4AoUTInHQ7DWxb59pcTVFnpTibbDtxS0ANqgj0H6Moxh62OnQ/z509KyIi1Vmgd9R5whQz0Ic7woMXHhYRkRbO1ebO/vyK7j52V8r5P86fZ3rLYh/6kH2gOx+1JyhiZETHKvag7g71myi+fIuv3s+9bPc84j1/cm/32pZ5am/mn96LLIvPhg0bNmx8hMP+QNmwYcOGjSMZU+k4dXY97hm7EG29pTD8tX/VtFwD1tWPfPpRERF58b9eEBGRt17TovVSVamh3dgUgRswHFxa0GJ0WNW0zP/+54siIvLS85pKOXm/vv57f/K7IiKSLQZ77dKvPZw4lsxwJGuwGhgjXTTyYM0M+nngz5sPBVogLoeabvG3UKgmeQMFyQhpjz6EcklsYdF6c6ipjHbHpKQWUXVdX1d6dB2mcSHSNLTMiEE2cLHNqK/nZIRG2H7bSPpGIwqhwi4eqbMYBmejeDwhX3WY8DxPiuVykpbr47sLSF0uHtP/19YMdZgpszrsXmjWyJQoLd4pPHrf+Y+JiMjSCdUvmi1oeqWZQxpv00gNra9qoX88hqgy0lcVH4QGNDRvQKh0FdYpEUgq3Ac/ZVFeq2nacmFe58SxJU2dUSKsPUWShMSxjKOxlGdIVGD6DjJgsPYYxSZNTAHcEc6pg1RfIQ8yDtKcpKP3I8wZSDfRxt2l+WVo0nGk/Gd6mPu4bhKLFGSlFufP6OswUuxQHBX77bpmjGJIM4V4bwgixhzuN447nSbyyYgN10B2kw1AhBiZNHm3AfIU5qgHmSSmfoM8xIXRVjHsgthR3TtNt587XryLVs7UfFIpQNaOl67rprfJBnPMAWfyf03/2hSfDRs2bNj4CMevwtB4z4jwi+mBkHD5h2oS+MHbWpR2seJ/7d9/LiIi9TVdBdx7vxY6r/1Um86aW2b18+gXFG1d+qHSdgWNo100U85UdSWdxWosHpMcoTF92sPBwvMyUqlUpRfqSntUBs07QOG9BeNAx0gHDUZovB0qKoiqoEyTUEEDNpeNf1ixJoKk+tgGyumk0A4pwFtooqXNA1fwNKQshKDvu5OPY6K4sRnZAdCWJ5OyU/kAJnONxtQMC8dRJI1OVy7D9vzysj7ed/aMiIjMoJm1nGokXltTtNjucAWPlX2fhoo6Pl1YPCwuQES2CAo7GnvXQCjZ3DTorAHZnnuAtmpVyPfkdDxvfKgSSKvL2hy6iSyCg/lKYlA+teKtzSsRYG5eUQ0ty4leR1NCoyIiURxLv9+TEKSIpZyiyBGlmfqwBQ8MygjQ/jDoGUNKEZExUM4Y6NAH2YcWDH00l2bw+SEIN05KBouHFkDYNwBJp76h108dVjS0PF/fUoNNB9fCwsIJ7H+KaEULFhCuikDf1TIEWgumUXiaQWLQzT2tuh+rbUPd7wJlDtZ1blUWdEya23p9LgSKMjOhzs0epY1uZbY48fQt0BQNCfFyp4frAjA1A4JGiOu4neqFyUBubTSclMgqFWHLcwBQahGUDRs2bNg4kvFrQ1Ck+ra3FQ28/N9aJzr1iBrrlWGr8YufabNdWNaf2QvPXRQRketvKNLKjcyKZuk+zb+/8z8qfOqi/jIEvdzxdTV05oI25lH6xuR9f8O/z45SzcsX7tN/+zAr6+hKKSjq/lWWTiYfCSu0IdDmSR+oZgAE4CSrTF2t0DCSpni7hXJ7XYNIafvM9DNt7xM6NOpXzCVTNJcWH3ysgJItItKF5QVXURQRJaK7unwjaTA8bIyjSJrdrmygdubFrIfodxULOh9OnDiRfKYOqZ3eADR91lCIAmm3AmS6W6qJK/xNGHE2WwbtxphftJrheHm4FnqQ6unCUI/olsiJtGrXuMXJLCj0NLEzJod6ntu9m61O7jaiaCydTkPGiSi0XnsZb1JIN11/8Dw9hmw4KZXjjEhTxmdpKgo7B2ZYhqMYz4N+npqfREykuQeQ9qlWFFWeP3cB24LFeRHixQOt3VDo10uNZ7evc2U0gDDzGNkCiLfm89MzgGTEEkkkk9kc8yLGqbWRPFUAQj1xD6TQBoq0A7Sa0H693cXzY8px3arWdBt17ORpiGRDVun5n2iDOJvNx7AE6jR1H3zf/JTs1DWrUIR5p4/m64sP6L3rkxePpYpZtw+LoGzYsGHDxpGMQyEow9Jw9nw+HXxPDyjh9OO62nniM58SEZFcRVdnP/yXn+gHYEE8D+vhR559QESMLIyIyMySrogf/LxuK1/WFVMJjKFXXlAWX6MPW253l9xSYkWc2v/dKh0HMNc6aDjxWDL9ulQKih6zc8ruChxlhkVYFZOtJCLSR62Bq+4KzCNzyOln0KRHthxZewkrDfWk8Zj5YTOgHlbEWTTeloAaSmCwjTAWtM6gmClRGhGCm6ob0ISPCG6ER5pIOu7+VlL7iTh2ZBS50mrrMd8DG5ASjOwK+M4FmGaKiHyQ1ddobRFx5YgVLmsnjY7+vw2E5GR1fo7x/u26/j8cmvEMUR/qor6xiTkdjXSlu7ymKGxzR5/nWGWx8vVR58qFBmFm2YQJ4dYmGlx30Gi8vGZW3ocN13UlnytIf6hjkAkhRxYCBUGuKG1nE6DxlfOt1VIE5BIVYk3chwVKpwt0A4YoP5/QxFIowMX3sf4R43qeAWIvV/VxEzJJp06dw3FAVg1MQaI2EZGtus7VCLWyEHPFxfiWS1M2LIxjkWgsTjRZ49kdjz3w4RS+6+7f6iT3PdSwR6hVowbOWyel6lzXoFJmZ7aRVVicgwkkbEKcaGzFYm3YsGHDxkc7DiV1dDev14CIPvOHz+16RX9Sn/vCU3t+buH80p7Pi4gsnTm+5/Mfe/z8bfZS9vXzfKdjPUyMOk1ZfeV5ueehJ0TESApFPvtNmKc3+zACQ8fByoYGdl6ePRC6SunCwprWIESCfUgP9Qe6Kmafj4ippzhg4/l4bXYOkkGg3xBBEZ3RzoLPt9vtZJtNPMf37K5btdvtm4wm7zYcB+eLMjtAR32gRIqzphGe4FiJDnt92qzT3FDHi/JYq6uKUNhfJqjPkQUYpRD3AGgqjsioxDiBHXl9eUX/p8Ej9iuPbWZQ/0ppBScMxVUIyA6wv/WGbmN5Ze0Wo3PwcETEc12poj5MS3UPaH2EulLGMxdS5FLkmfJSym6kMd4MpIs6XZ0XG0A7BZggEvlzXrup649lQTJDBeOZhTFfHogzDHUbIbaVQ+0xEVkdmTpdCWy9jW0dt8GA9UAwgctGtHU6EYsTj8WJb1GD+g3FzfsBw0JP5/Xjn9asTruH/jTILeVRe0pEv8Ww+ProdewOdX7Mz6IHctyXfQl0i0VQNmzYsGHjiIZzkBqL4zjrInLlV7c7H5k4Hcfx/J3fdvuw45mEHc/px6HH1I7nRNg5Ot3Y13ge6AfKhg0bNmzY+HWFTfHZsGHDho0jGfYHyoYNGzZsHMmwP1A2bNiwYeNIhv2BsmHDhg0bRzLsD5QNGzZs2DiSYX+gbNiwYcPGkQz7A2XDhg0bNo5k2B8oGzZs2LBxJMP+QNmwYcOGjSMZ/w89IWCR+WbBiQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 12/100, d_loss=0.163, g_loss=0.194                                                                                                                      \n",
      "epoch = 13/100, d_loss=0.164, g_loss=0.166                                                                                                                      \n",
      "epoch = 14/100, d_loss=0.163, g_loss=0.184                                                                                                                      \n",
      "epoch = 15/100, d_loss=0.163, g_loss=0.173                                                                                                                      \n",
      "epoch = 16/100, d_loss=0.164, g_loss=0.150                                                                                                                      \n",
      "epoch = 17/100, d_loss=0.163, g_loss=0.167                                                                                                                      \n",
      "epoch = 18/100, d_loss=0.163, g_loss=0.146                                                                                                                      \n",
      "epoch = 19/100, d_loss=0.163, g_loss=0.183                                                                                                                      \n",
      "epoch = 20/100, d_loss=0.163, g_loss=0.157                                                                                                                      \n",
      "epoch = 21/100, d_loss=0.164, g_loss=0.146                                                                                                                      \n"
     ]
    },
    {
     "data": {
      "image/png": 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wOmxjrsT1eOkS23nrjZtp07/7zX8BAPidv//3AACxP6KZ0ctIJro0U4ml3jAT1bDX3zg9AB2DcnBwcHCYSLgNysHBwcFhInEmFZ8HD4Hnp2ojczEcKL9aqLxarV6W7qXTJu00Z4iu8uVtNfg5LTfPuZnT7rEDU3vIPXl3h8G3d+++nx7jK1hyVsGUC0oZM1VVmiTlKVu7SDfY2h5VADsK4OvI4Bx4mVu0L0cAI9ijrtcYZ1yptTfyj7m4Z2q8jO5n7Pn0MUarRwON7fCB8sGYk0SgR58byh3nRcbj2Ug+b0l4pRYc8P+BjNOtE42fvPTLeapl8mEWuPm0AN1PAkHgYaZaxED9bW9R9ZPIacKS9OWHnCQsGXFNufTabap2enIAmFH6nMsXqaIuFk31RzWxzbFChfN3tlxP256ZYttv3KZq6uEWVX0vvvICD/BN1We5D5X0dMDPew+pXox7mQotr0RyK+vsT1vxG2bErlQzN/fzotPp4dbte1hapoooTqgynQ44l/Jyh2/1snRE00orND2zoP4qLRFvEXHC/kUR58reI6Yd+8EPmd+yoflc0Fo+uJup2PbkCDJnpoR7PLepBAEVuZcfSXUf5nitmlL/7B1TjRh1sjXd2GUoShzyu4MDvpeKymnZPn8O43PDwk/uvPkGAKB+nyaU9ZUrAIDrr9wAACxd4By0pLqWJHVlhurV5SWqRt/e3Ujbfv3bfwAA+Otf+zTbevUlnmpmB81vL6fUaWZiMLPDUJ7QTwKOQTk4ODg4TCTO6CTBHc1cDENLfy+p8+IzNEZWF7LULF0xkHt37546tiv28sqnaOC7sESJ0NLlZN7UkqjK3MnfvpMZ+L7z7e8AAF5+ibv+r3+D7pOLMshawKg5HVTKlKiuv8RknIfblJ7atdpj92klEqKRz3G7Vz6ptaeVt3gSsnIaOif1sEi9KQAAA4UGpOmhQGYQR5lbdK3BZ7N2gc4l86t8Jomk9mBartVyXz3Ok9Ueb9EZwLLHF/IZg+qNeJTEH6HUyceFBw8+fLSblLSNNcpzHIlnqYeyUc9ZYLOexJTuNRQLDDzeq2UPL8pNutHgNba3yY4KZZ43Vc40AYncgouyJO884ni9+tnPsG0FjDZFL8ytvyWGeiRnntlqxnIvXOAaM1f62+/cUT9Ppz4aB5I4Qb8d4WCfTHT1EllRdYqMqmqlMIbE3EdyZJieofNGo8172Jdr99o8tRmHShbd0r0vz9LhobNHZ4XOkZLvnmSM1NM4mobmJKT2ZWGB/alc5vp+S1nNWz26VZcVoH8iR5a1+Qtpmxvv3AIAdLUuKnK3Lsjxamf/8OkDNE6kzgf8iIadDhQ6cqR1tiXnmZlpzoXZhsoIWYmSWc2rY61TabYeaN0eJZmjGY7Z1p9/6/cAAHNt/m8cs2LVJJQQPFZYRkfeEkFFqb7mskok5qRk/QlHtD5ngWNQDg4ODg4TiTMzKM8P4UvvGET61P+79yghDpsZOpIij1QT53t/9mf8XsF2Vy9TWv/H/+1/d+bOf+5Tnz/1v7Im4VABfQ25wy8t8RrVsmr8yPU1ktQU+ZljtxWAS8S7LHjS/Ct9cchPAo/Zkyyt/hDbGGUg9osVCzQblMU7mxtoS2NxaJ87lGAPldIFAOYkaS5cZIBpZUrRlZLWp2dXdG01Lrf95gnbsvFMhsQek+iTkYJ/owlnx4EkSRBFCVotSwqr720Q9JkLsw5aItk0tlhhEesqSXC0z7nU7/OAUJNseoZjYjGrPQWQ95OMPX7+s68BAOaqHLc3blGy76geVVigTaCfPivVf5K7/vUXGXB5/bmsPMI9BeJuyYXdkgAbK+z1MsZxXvhIUIwH6NY4nvtbcg0X0/Y02fZzmRv8I82VMKGN6dqLZF33HrGcUrXI1EWzKrNTCsV+QkrqYYFu8gd1sp0eMvvb8jSPHaje2yWlIXruMlMa7TbEysRuL10jw6grPVSrzrl/UszGaHaFDCCSrL6otE0Hsvv5flZQ9JNEGqf7BAYVy0bZPWT/N3b5Lm3kOZ9WrzHl055iim+LQd5+k3PFq3POHok4bWw/TNteESN68JDfHT8gI89bTbomtSitXT7PtuZoSwVRH4rlr7/8mbTNK6+x1tMgTfitQGNpdTzvo/Mix6AcHBwcHCYSZ04W2x8MUund1/5mJdXr2k2bvawgXHnGCg/yUp/+NL1FLiuI9oXr9Gj6wff+3ce6gWG8cJ22qEaD/TDPPysf/8Zf0AumoGhXC2pNhkJjRzX45lFnAnYcxaeD6MYAYxNpMcERhjZcPDFNvT9SxsLO6Usc75mnnaoJP3ykoFEFgSYJpaqun9k3SrIDdsQqNu9R6jUR/5k2r92QJ+Z795h0UlWzUSipxLmfeUmZB1JmUjw9duMst+F5PvL5fHqtNLmtVZ/V/8VCZnfLyzvJilBaEUyzmVpwcqgkx015iLVU5Taf482XS5znvSGvpo0HZAOWyNWYuxda8LIkSh1vzLQiG8/MAm0lO0fZetpTQcSc5rSxLqugPM6pOVUu4aufexFvvsMg4LrK0mzty04hT8eFS3PpOU3Ny29+81sAgBvyWDxQyrPvF+iZePWSgmy7HJuwx7H4wmdf5X0NNgAA86vZ/JwuKXWVaTxkD3x9g/N0+5j2opmyijoq0DwvxtyaFuNPsuTQXoWMd9DknH33DqsaD/Ss2iOFSz8p2Dso9XYdepChaFVR6bciJSLYkU2tI1+An75OD+d/9C1W7L3f4Zh/RhqRy3N8Tn43Y6UzKj5rBTfffofzfnVe2iYV8jzZ5ftje592+0WVSwoanI+bje+lbc6XybZmrrJQbKKxzAqxfvT17hiUg4ODg8NE4swFC5MkSpMXmleN1WywfbFVy+Ii5paoW372BnfTVSXOfFaJHOMxeh3NVLmr9xW7UCiyHwV5Zs0rpX/So7RgiSvbJ8M2KPs8vcunSWzH2F/AQxL7MD/DJLEEqlZ2/vGSGIP4dCoSi3+J5OkTKSHqSY3S0+ZDSvHmdRZLD9xXUbOBl7GdMHc68ei29NKJUvLMKdan0aHUtC1d9uI67Qw+OM75IUZqHRz1hkxZYZJgXGOaJDF6vW6a1DY1b0liM+9CY01Ads95M2AqwWxNSXQ7HUp/j7YpnVenKI2Wy7TX1ZUKyYx/xdnFtO2DAtkA5DS2qs8f3dzT55984P382uc+x2tvbqTfzSnuqaFy301LNyVvuLPo9z8MvgeUwwBflaftQ3novXeXz72gdEt+qZyeU2tKe7HHOXLnn1OyLpRpy4ki2UV63+f9qIjj8gLn0OwSbVSvvkhNy0I5m0snx7xueYG20a6Y1M13Nvi9rvFleUnevasyG5rPcd1SX2UMItZz73TZ1rE8eotKCryysvwBIzRO2H3Kq3SogmCs/kNsxVe5lsMW2YyljxvUFednHqma2+vzKmUyUKqqIQaTyMY+UOzd1h7vv9shaw/FRnd3Of/NFnukfq6uKN5taEzvf/ePAACL2gcufI6+Apl38ocMxRAcg3JwcHBwmEicjUF5APwY8MwTy2w4hJV2iPuZ1GNZBywOJ1S55o7cn5qtTL9+XoxG5E9VqV8dgN/PLVGSsES1XXm03aplmS+6rZGidlauwrylgnBsRbqSxPp62q5kmS3MJhENEZJIHYtTW5TinMRMTJI2SfBY3pKe9NahYpWS1Bswa9zXczWd94vXyXpDjefuHiXoPSWYvbjOrAF5xel0JKFZgl92kOdaYuFRL77xmvMSxMkgzYDhi+HnC+xf5jA4NKD+6T88HVQSK7DChfceUAdfUELi56/y3isVHlfR8cVKZt/KZtXHw+o1ZgjID2VZ6fU4jpbk155/X5Ok3WpjXOj3B9jcO8C6rl+VLeeVF+gd1+jwmkdDw5nLWdJi/t9WLA4GXGtlJRK2IqfRgM/mqMH3wT/5Z/8SAPDlXyT7fPX5jMHMzZg3Kcc6lOvl5UV54rX1Tjmw+EZe4/2NDQBAUSU1vFrmxVfwVXx1jc9zVVkqgojjvLq6+rThGSuynDGyRw978Wk9eX32aUkZSuaWyOIbR/LoVFLsX/ks7ftNse1VZXh5Z4Ose6qQJcs1D2xzVu4rm0xX5Y/aijlbWlJ5JNmTDpp8rmb3qw7FVvmKsTy6zRiz3CJZ1sI1vk8QffR17xiUg4ODg8NE4oy5+Jg9IosVIqycuBXcKw6VVO50KIFayWzzMjs+poRvsTPjwFtv0UvPyseXVW46L+8yK+DVklRclLdJZTrLfDFQf0Nt8cZePN2jH/hjj4IyKdhsJynShIDDB9sn+9OX901D4/lomx5WLWXsyCvWpifdcZyWzuAzqlQye4yVgjRtsrGJntjO9iEl00ebtAW8ME+JyHTLZl/qaXwBwBcb6/czz6kn3+T5kSTAYJAgJ5ZeyJNNlPX8razFoJ/17/CAtroVFRMMZJubqnJuWFUQG/bNTUqhgx7bnpnmOL74MqXWciWzx5yXQYVi7fNLmRQ/u8i/m3u0LVpJDhvfTvdp43x2+LkcplaXsau5FRY4GM89RzvR5jbHonOQ2ZzjgGNvUn93oJi0hknkKqWud8W+DKwLUxz/WovX+oN/w+KC9+6vpW2XFLOzpJxyL1yjZD5XsdxzlOJrKuGxdukKAKChORgqV1++NZTbUPnqvqiYs94x72nzDu1X/d3xxZV9EMzb1ZO2YrhAYLPFPkSyF19bpp2ztMhx8FTq/c4ymW0J+l3n24y4eoU2+qwE5OPY/Qk9ABGRKdUPuFb2G2LseXbsQCV2/IRjmhvKb7mtOfnCM7SN9SOtBOVdnZ/OnumHwTEoBwcHB4eJxJlLvvvIITEbiXll6FcrK26FCwGgpZ128xFzca2qaJsVikvO2IMPwnvvvsPry2vv0jNX2OtEZaVD5aiSx85APS8MZYD2lHsrJ6VsoGOikcwN40PyhDAgL/0JoNkv/UU64rbKmG8qv1tLuQ0ts4F5APry5LGs7AUViCxJD20Z3QGgJkl5S/kQZ2al4zadvbweL127AgAI9Ax7kt7NrtXrZQylkDfbnfph3ntpaevxjWgUxajVGkhiSvElZdsul/jZVIG3SpjF1rS7ZgtjP0uKtZmdpnTaOCJrNJuAmVd78gSdnadUurLOaP5eN2MTQ45NH+9+VIbeC7JFUp6iPahcpU1gTrEtOzuSVnsDjAsREpzE/fQ2CrI5bx6SvSmUDuViJuda5pBlZUDffp/rKZFNA/IWSxRr11U2/b48LActK6jJdnp+tjZ3VXr+zVuM1WnWyQW++guMtZqbUczOiViaxsjGz5MN7fKNK2mbF/T8phSvee8Bc33GXUr9h4/ee8rofDJ40moYaH092mQVhvYe5+S0WOrscukJZ3081DR/fLHiRXmryrSIprFpVZIoyf5cG8pnOj1NLcLsLNdQrLjJQ2WfX/j02kcOfXQMysHBwcFhInFm/hIlUeqllUY9izlZxob+kATdairz8D1K4UV5VPWffxbAaXvFeZHG6ywr4MTsSCOxN1ZufG6eXn7+UKBRWzVjWvIEsiwZ5tWXJOPLF80cCl6agjzLr5dejMcNKaQPFI/w6OGejuEjjBWJX4gkLUrqCvR7Li87m9ry5YGVH5LyTY+8pwzdx4qlqiszh3nzLcleg9DYGZ9hLE/NfpI901KRkmlRrLrdNi8zq1+VjM2TL0GC/mCQ1lMyR6jMO1LPfTYrSV9QdoRmXZnDL/DeCupvOEfGcrhHvfq8Yn+q07R/GEO0+ZEvZfbM8zIosytZ9nhgKHehWEFXefvMXpUfyiR/XkRxjFqrldqNK5KWLTNHX+smP/QWWb1Cr7ujQ86B3Ycc19o2GZ6nZ7Egz7uGvMistltfMXZlsfWp6fm07ZrW5lSFtoxaQxkU3uazuaqMFrOa1Pt6po0Or12eEnNezJ7RvDzhNrc452/v0tZimp9wOtMGfZKwNW/hT3GcLYqq5twz164BAN5Vrr2+SroH/ZGadefphzQ0fV1/RxlKplRNYlaxZoly65gN9sJStqZsDkaWh3WXWp6VjmzAiPBRdVGOQTk4ODg4TCTOmIsvwSCO0ZVu3PSIxkh8SdSFofxuQduqhFKqufWzNwEAWxvMG2Uef14uix/5uFhasqqnlHqgQvquAAAgAElEQVRairWwqqlTFgdh9gRJqAurK2kbdUVl3zqgRBUptsCqtEbjzM3lkX0mKcOTFHUqy8KQDQjAlnLqtVUDJgyo5y0E8khUnFNXMRNpbJjFHYViOfJkKwZD1W8Vs9QVy2kr5qYuHXJF0fUDMehOT23KNmHzIBoK3DJvLsu/lVX6PZ0RYzzw4PuZV2JeUrk/Ugcq6g9RG/W9J917XXFji3OUFCtTHNdqWZmxNT/C1DCojN6yXV57/nrW9vH57s3WmcUQAkChwGfgy56aaK0F8lz0vHPStmEkCeJBhEhMySq15mytis3lS9k1F+Y5H69cJcO8uayMF/vK0KBaQQsLZEY5mC2D97OnWLpA680b0m6EPp9RV8+v0eK4/PRtrokHm2RSv/Urn2W/FLO2WmBfpmQri1RFFwD23qM96/b7bKMmk2xQpbfkfmf8VuczYyTvpq81vrxITVFhjHb8MBajVd6/HeWc3FBW/xfWmEnl0jKfXyHPMe20s3eUTL+mYMFRnWsmUtaVOBm4OCgHBwcHh3+/cTYGldCe02iTmZgnUzHPz77YRpDPpFhLDRbKvhH1LG5Hth6fEqtlRgiVado8BNtdijTNtvTPU5nHyvUXGLtw5Qp1s7F04zl58WXVUcNTn2ndJT+lgGmbK5coKUe6x827zB22b8VWxgzfjxGblGg5DhXvYLaduurcsPP8raw4JotXsCCmXsDxbSv6QeYY9GO2ZVkW4pwyUOQz+1a+rGzk6k8oxlQS68qrf92uslPAWK9J2FaTKpP428rplVdmaT84HfM1xmTmYvgJul2LZZKtQSU9zZ44VHY49U6CvB0tVsrmxsKSKqzqwMUlZScRA52a4f+BPAMLpczrDDhfDI3lkPOG7BFmTy3JDjOtSqa7e5wjC2nuuI1zXRvgml2ulrDXITsMc2RHJ03OrUsXlHcwn3kO1qRcKVc4DnMrnEPvv61563FNrl6k1+Nf++WvAwB+/AarGdx7W68kpaLYl+caAPRkYzaP2lpD7xAx/n3l/5sXG/ubX2ddoouzYn4x13R3yKa3u8U2jmTbPVEmjrklalXin1M2c195OPt6FfnI7Ep77zGb/E9/8EP2rcj7W7/GZ39S2x1bP3qiPZ6Y0bQY+4lyU/7wNhnnsR751y/yHVwYonEDvbcWF9k/057k5vUcvCyf64fBMSgHBwcHh4mE26AcHBwcHCYSZ1LxxXGEerOGvX0aPn0lIM2pYl2QJtrMnCTKU/ytKF9UP29lf01dRCprqXl6Sh5r7shGBBdXqEpZWsnKGaxdpCHT0svMztAYWhQFPpW0FEBD6eofL5ue0c3SlNKovMZ0/xaUXGu8rXsdX8F3z6MKNE38Gp3ur2mkwlIl/S7RGFuJ95yM5L2OqfTY1uwKXVO7avOtd38GALg8yzQjz169AgAo57PUPKbMCETXewqulK8JQqX5N/VWJHVAFoSr+xpyVLAksX2pdtNy9lKzecAYM8Z6gOelajBzm4/1WZbKtzxU8r0ndaAnRwRPc8aKXV5WYb05uUXPy+28q0E5qauAYIXPyA/GZ7G2xK/RUNhGR04c8KkyzWluVBUyYao14Ifnvn4uCLA0N4uOQkVyUpGjwvV1a2tDHc3UYA2tpRuXGUby3A2q33/yParqKhWu0U9//hcBALPzVEluKX1WSWvXk/v8kZyVACDxLVEy/y8rdVECS0gtt/Nb7NfyHMfmP/gVruUpc4+Ps2dkcc1Li3yv1FViJpaq99rKR0/Lcx549laxl8tQarD+IV3frz/L9936Kl26K9JgN3sWT3H+fvglJTPoUz09LdX3F19lCZO33+P4bKoYZ/9FOk08/+zltI0jJaz+sx/zndPts39lVo/Bqhdm9/th/fl4t+Hg4ODg4PDJ4kzi3iAa4Lh+gNyB0pVox44UHGoi9MJ8Vh7gylXurMWAkl0QmisyJZSipKCCEreagXtunhKrGddn5igurKxm6fct4emgb5I+Jb1Qkr25hJs7ubmfp1J936T67B5HCxXmqpTCSkoe6vkYH4ViiylNjCznvaVXkvyQK2UltYvTNOZ2Vbp9doH9m5uhVFUOjRFx3B7tUAKtaHy3Nply6vIyjcArS+tp28cnNBgXZbBdmKW0u2tJVgdW4kNpoILTDMpwOpTZipRZQlmVEImsrf7YXM09z0MQ5pDPq3++lS0xJw71d0gsq5QsgJjzLtDcqYglhJp/0/Ni7rrXdZXbmFEw6KYZ2Y+P07Y/82xZp6gEhVzaI7lQy98FO9t8JnNzvMbsAp9NXYHS3VaWdrYvA78VTJxXUHpfzyRKxmfUH0QRDo4PsbLC/kyppMjMJfbzjVt0zAj62fObFaM7FAPd36b0v3rxEgBgZZbj9v/96Z/xGv4PAABb91i2fSANigXPJ8N5vjSOxoTtuVpplFCu0RDT++MfvAUAeGaR754v31Bao6GEvtUV9ifQu2Ht8hUAQK7IY3qd8QXBfiA0hPZC7jazZx72yaRffp4OXLkK59HxMce/oDmKLGvZx++GAqUtG1hTjL2WZ5hARWnhOp6SyCqMZWo/K/Pyw9t8lp1pPvMvfuVXAQBXXiKF8pDDR32JOgbl4ODg4DCROKMNKkajXYd/ZGWC+ZnElvJGyVdL2e44rRTrpbQstJUzlyu1FKezVj5arsqzKpI2ENOqyDZUnc7ceC0pqbm3WwHFqljPogJ3T5TI0GwTdo0DpTMKhxiAuUQarZoVk7t4hW6xb9++nbmnnxMsWJik/UrTAHkKfLWyEcUsiHlapUFipR5ZVIqRSpH/J0pLE2vcpuRye/0GE2run9AldUcp8edL01mH/NOhADkxDkssa67rZhtLA7TNvTx1yX1c7kld+z0rJmjMaoBxUdIkSTAYRGnKrV5kJR+M8fE6xaF0QFY8xThAzoJ7fZ7TrGvuyAyUL/PeWmLhFSUkXdV97e9lLr9HexpHjZ8ne6Ex90HXwghkd5WNtCv38kSu7Uk/k06LcvsN8koaK9a1HHKOtNvnLfKRIUGCCAkuKsHzodj40QbtSc+GsrvlMwZ1IqPOXJHzai/He//Ui2zjl75Ct/Jv/u4/BwDcus3krEWIOcm+mWgODee+TfR3S1L9wSFZ65Tsf0WVJ5/SmPzW3/rPAQDGaf/1u0+6y/0PGgJ87jM/XxneXi3DDOp4i6Euy56tM86BULZ/3x9fiZULJQ5yRzbOsMD3bV1B46/8yi8BAL74G78FAHjjB2TAf/Bvvpu2cfkGi03+nb/7XwAAqhWVYDEj2Rk0Jo5BOTg4ODhMJM7GoJIEnc4AQWjKTpOKzQalchvlLBmjlya1pO7cpG1LtWM6/pw+rXzAwgLtH+ahV5F01GhmJeLrkm6NMVWtyFxweocuyTNld/d0cbeKJK/hOoGxsUKJMkVd/4ICeMvTVfgjNpePjwRRNBjyNmS/c2IAA0spNchKOFhlg0TjWpJUHloBQxXcK1iQbawibU2O7+IiWWVfEtruYZb25YLKW1uAbl/2jHmVbD48lHQlCd9sT2n6IvPQGzIbmLCUxKfLldj3VvxyHIjjBO12H6WyPMHsMUWW1Fi2ySEJriPWakG89pOxWrMPmbT6mS8wjU6g+dqQfcgcFwMvs1k0jsk4+no2BSXaDEMrqMg2FlSAz1hmSyU7oi7HuzDUZlCyRJwqcaIlbKwx6GcetOeF7wcoTVWwtcU0NznZEa9JM7Eme93u1k56zuqCEpuu0fbcbXBc/+R7ZAF/8zf/KtsW6/pv/uE/BgA05ak2LRuWFQhtxRk7qFnRU2P4umezKYcK/r/oj8+Tcn9n58MPOgdST2KlGfOlBfLa2br0VfrDNEGlRY5xqAkeSOPyjVil3/NK7is7qmmaWvIK7TSyQOW6FZRVwllvmXP0gUp6dJv8/oVf+mUAwNd++z8BAEyv0Hb9axdZ8uTLv/LX0jbnFshg+3qxdhM9L1vrZ1jzjkE5ODg4OEwkzpzqqN9P0mJiWbiLUv5LcqlMZV5nBXnD5Io8eHaWOk3TtTa0m1tFib5sJ+3uaa+qjvT1vpexl6pS2RQlVVqiz47ONenSpGJjTHV5XtkPhWJmkzA2I4EmK9Wh/3OF/GOefh8XcQJ0+1Fqo7CxKpYoWVtSUytDDwCebBBd+04dKxV4bl6potqKI+ko1ZClmorFJnzFm8RDbGIgHbGxxhOV2ZiTV2ahYBKZUloFKr9gTNrKVg/do2U0SWC2MTHUobIC40zHGcVe2l6oZKE59cjmTjAUp2WF8xoqA95RSYCL62QJObWxcY8pXi6pTMzLF5kU9nCPEvaePmdmspi1fodzfe+Q45jXtax8giV8NZumKSJ6eu4dsbPg1HSTN6Q8K/t2rFJzDeLx2SM8Dwi8EA0l+azIO652xD5Maz2FxYy1+YpVerhLxmQpc26+xSTR//R/+Z957jLH4K/82pcAAD96nSXeuyecr/YMzQYNAAPds5+WR9c1tR4t3U4yVO7lvFjOT3/4QR8Do56rsZ5btMeifo23fpz+tvfgDgBgXnZ5vyOGbedordu4QF64O1u00fU1bjZnBp1sjkTSgiwrtVNf5WfyK+xfVTaol7/4eQDAorx/7b1YsKKgQ97VZovOpxq2j8/qHYNycHBwcJhInIlBeR6jyXNK9x4pgts+felCp+cyT7trLz0PAFha4w47LW+8iiT4gz3u8u+/x/Ib05IuL2intnLHsSRHs1kBQ3p42bWWLqyqnzx2bpZMzkpOPHpE7yPTydpxnW7mJVVSMlpjNYnYYiTdcBAEY2NQSQL0BsFQnI4kDsUblfKSUL0hrzOVx0gCldMQM+mLIVk0/YHicRpNSlue7Ek503mHlhg2s29Y3NiSkjz208S+1H3HlhQ2VLyJPH1MyrHsEMmQzcSYcWIFCmOLfxKjGmtQmQfPCxEqiCOn7CWRAo4G8nAsFjMb6Yxsnfs52kCaza7uxYpwWvJijvfuHo97oU8mNaO4kJ5Kk3hDDGZGc7ndt9Ii5v0qnbwY1EDz2L63tgqBseOsaF5qpxK7NSZtDNXLjc/+0uv1sXl/E3NTHIPKLPtRb9HW81MVoruytpqes6rn2wy4Xt6XjXNfdSx+7//+XQDAp37hOQBAOM/xH4Q8ry3GZEU6k6FyG5Y1xeiVMYaCmHxlis+11s1stueFF46vAORTrgAAaB0xQ8O973wLAND4i4xBrevdWVKJkk5N2U/kPW2ai7YSareO9H5LvY15XL9v8YFZwu2SNDKmpekpM0rBs9ImKvrY4vskGfBdaWV+vDTOMXtOvj8+3uMYlIODg4PDROJM4pbveSjkfch5Ji0DYNL5lPzdn33umfQcy5e3vMqcVgXFRVQUFzWncgFWGuHdd6hvffsW4yNWLzBSfnqGbMhilwCgLC+Vy88wYrlQsJIO8iaUTcc8xRaVb8ty8h0pjiJJhrzyJDn3JFF0zPOlRQlw0B+MtcheHGdxUAZjeJueStdjWIqTjcOenLqynVbk0L0UOe4rJUpV5unUbJ0ub+INpVXo9k13z99mVBq9Ju8hK1QYGpsVUzE25Kcee0MMKo1/GilYaHaXeHwyUgJ56Fm8iHnkqT8mQVrWCABYUJze4hIl+W6PrGB7mx6fq2tk8jPTysHX5Hx4dJc2qdkZzsGyvEzb3cz+EQUqjaHf9vbo1ddRNojqrAoSijXYNMxrgeVDi5sassMY24qsVIzyYSq2y8+fv/CnwfM85Eo5nNTJSBaU67J9wjHoqvzF1amMkS5f4jrfbnFt3brJ9Qzdw6U1zqmlOd7sxj5zurWakuA1NrE0J9GQtsI8eSMVyjTGXyrx+jmf75bjw/GVn1i+vv7hB50Hur3m3Q0AQP+AfX/utZfTQ+aX+Y7ckgaoUeca3t3W2tZzCFQWx5fdzwpLmhdzHKso5E72Dk00X+fntQ4KHOPbt98DAJz02NaaclUmKYtN64LoNsaaXieFY1AODg4ODhOJMzOoUqGQem60Fadh2QFMmn9fZZQB4PO/+GUAwIwYUEH2i5zieGLljFtcpp51Tzr+/X1+PtqihGVZowtD+njLPlGQ9Gg5+MyTzTzGTpRjzrz3TKq3UvDJIJP423VKh33ZnIxBtRv8HPSisTKoYX2ttTvOImmpN6IJOLqeCabBUMzIQEx4Xzm+rEx8b3DaM8yyQDyeQUK/D8U5mG3EWOJjTGqMyQ09z0MuF6aSdQKTIMmkB33OISt8B2S5xhLZjmwqDxQXtb2jXHKrZLN1se533iSrXFHRvgvXaGudXbmYtp0rc77lipbLgM/3WHaZVk3xRZYxRPkSLV6ko6zQw9MtUDxWXmvQz0k6lgtgGIyPQRXCEM8uLOLWg1sAgK0aJfiy7Mf5BWWLGGKk72wxbuy4y/Hpqrjh2grZ10uvUtuxeoms58GOMiZ0Od5zynzyqZdeAwDsHGS5DW+/yxxv5nUb6F7zysHXEtNDe3z58+Ly+OLKPgg95V28doXzbGZ1IetDV2tWY/Rwi/PnkYotzstGOCOmNLfE57J0ge/UQGutq/EZfumfdGRf9qwIKRfA6guvAAC+9su/CQC48Hnm0YtkdzYb4bgiQp8Gx6AcHBwcHCYSZ2JQuVwe66uXsSypcf+QOvXjOiXunnTD3U4m8uVVbyjNYu1bPJMldDPPMO7Fl5XzbkuS2F+88QYAoCjmdHk9qzty9eoVAJk9wyJqLC7CHyn1vqNMEgdiZ5a1IhySA5piSkd1Sid92aICGTR6nV6aFeH88OB5Xto/YyKpl+AYiFRDMRNp5naNs9npgnwmIZrtw7J+2zmWecE8KsMPyaQx7OVouulRz8fs//Hprj3wvvKaK1aGvah7jKVHj4fyu3Utgh5mLyqe6l/9hBL++ya9q61qhZ8N2QtLiqwvDmX2npql7aCk7Ah52V/zso32e3w2xpDS3Ia6dmpXCjNW5JvnpJhvbDYBzeEwNz6vMy+K4J2c4KIKD4URr7Umb9njIsfs7Tt30nOaqkuVaH7Nz5IRfOE3yTCvPcc2TpRlIwTHZG6KY/LVX2AJ8d/+j/4GAGBzJzWu4n/6X/83AMBfvEn7dCFv2WVkI+2bd+T45Pp4jJk5PgjFJY5b/JC2HwzFf8Uya8rREW+9Q63Sfovz+bU87XpTFX6uie3n5BNQV7n2WPa9lcWs2sR0xGMe6p2YXGBmiOtfYGaI9U+zbpfV8RtYBpifE7VxDMrBwcHBYSJxJgaVz+WxtrKGz7xE/WStSR37uw9oc3r/3gYAwPOHcocVuAceimXNShor6DNKK0kql5zyz53Uqes/2CfrqR2R0Qw6mb771/4qMyN7gdV/4nXNxmCMoDRFySKQrnpn90Bt8fhyIYsLqNUtvoRebzticgVJqskgwfhSH9CDbzSnnTEqjCEgPq84h7zq3VhV1Jy+zxUy6dxym5ktzDz/zKbXlDef2ZjSyP4RW9SwXc3inuzespgvs4X5Y4sr8zwPYT6X9jcrUqrcZMrRt6/MDgDQ0HyanZJdwxi9bqGlvjXqHIu9vmxWqlN0HMlD9Cql1NJ0FoMzNUVJNSgrw0qifuU593tdttVXHN6gr5xyxgAUg5MMZU+xmBerr2Xmv0DzM8iNT+L3Qh/5+TJyA46R5XsMSlxfF5Rh5M5utt6bDf69d8D1vr3NdXxhmfe40+Ac2n7E72snvIHlRdpNvvqVTwEAGjVmojjYzSrqfuPXac+2ItCtBuffvQ3a8qzeVjg1PjucX/uErSxaD3OXGFd3uPcOAGAwlH2hr1ycfeUYHSyRma8uKxZvTmspx/u39167psw6ioVMpLWaXsxYdq7DwXxmhe/0ta//Br9fJks2xmQbhbG4VLvzCVMcx6AcHBwcHCYSboNycHBwcJhInC3VEVjEblblNJZmadibUznsmTml2n8+c2SYUXJYK/9g+jFz37ay5lbK+kSUfvMOUx8dP6CKbXefKoFXpF4EsoDWpkomlItWClrpQ5QypqNSH9OWlkYF4u4+pGpgTWmVgEz1NGiRFluCzLRQXOhhTBopFSzM1GC51ElBcsMYVHzzSls0WlzQHCGSoXsxt3JL2Gv9svLslhw2SFWqp5MGW/LOeDBk4LXEnuaUoWPN7TzqR2epX/aB8AMflUoxTSlkqt5Yjgt5uWQPP0BLBZWX+qQkF+owp2KNKgyZl8PC4JDHnzT4ubVJ1d73/pzJUIMwS5RsQehpYLtCK8pVJf1UIGWuqADUAeerFZu04xMMq0z5acVCA1OV6tlYaqZxwPd8lPJl9Kc5NnsNqtkLRc3XI67JYjd7gK/9Ko3qSVsu0Xf/BQBgZ48qu7biHb7+FRrh/9ZvXAMA3Lz9fQDAVp3JUusPqIbPI0u++/JzTI/03AsslvfokOrCf/ej2wCA/U2eYyVP/t2P/zUAYKVK9eF/+OtfAwDUvCzM4N0d3tN3/oiF927dZFVDCzv44b+9/kFDNAbIiajCd2n5Iu+x3z5Mj/BzKk00wzn4N/7ufwYAePFLdCRJdnT/P/4TnnvA91qkd2xTZoupJc7NQTlzkojm6VCx/qmvAgCKFxgG0EnMiS3tBT/Gmdn5I8AxKAcHBweHicTZMkt6dOkOZIS2sgyrs2RUK5fJRC49lzGoRDWb611KmkU5KtSVIj4xK5xSuHSPyW5euEgD4LNzdDuv9SgNPPPyC2nbkZJ/pilsVKzPCi4koYLJJDFPq9+XVyjZtuWOXC1lThLGYiwFTiRr4ECi68PdTXhjSoboeSxDniZOjS2YdXxiigWBjjoiGIMZDKXR6SnVkX1n/0dyzw4knadt+To3dT219EnZtcLwtHOEOVYMxHL60fjKbYRBgIWFORwrUa5d0xKqxpZccyi9U0sprFoqq2Eu4YkcQS4oUaeVGLFy932xckuo++5tMv7DIQeMugLEr12jC/qiUtYUy2TygdzOPWPOcvntpwUhHw+E9lLHDy1dzcUwbyVbsrl8XsSDCK3dYxRUyqUpJv3ukdjNHl3wZ70seP5Yv12e5rj97d/6KwCAh0eU6reVYHZJaceuPqMUUzHfHfd2yIqCjtbqbKbduDbDfhxFdMAozytt0iJLQRQH7EcojYq5NwyswGGB/V+eshRiQFmhAK+8Quby45+RjbzxFl3nb9965+kDNBZozSj0oLTMVFHd+5l7vS2nshIBr8vZp/+QoQ/999nXsgKmW3ofbm/Tdbx6gWPY1dzuzlxL215+jeVO/DmVy9B7oaR+xZqDqW9EOv9Of35ScAzKwcHBwWEicSYG1e50cfPdd1BTwtFQO7pJl7Hcy6tzWfLItDyG6coVYBhJh+4PLAiUu39XhdeKKkUQejy/J4b103dupm0X/vCP2EbeSs6bHUGsQQXMitLl55XgcOv+A13rdBl6IJNQrXRET8F/ZifZ3t1BQ+XSzwvPA/IFpC72eY2nuUlvt5925keH2enMdd1YhQXh2icwZBeKo1PHGmMyl3Ur0eFrXK3/9mwteTCQjV9XRSTt0xKkRlGMcRmhojhGs9lMk6tacDhiC2GI0uMMFnNttrKjE5XVls3UikdWlIJneoZzfxAr2FZt11WmY+fRRtr2H/w+GdRLNyidv/JZpu9Zv0IJtiwmZUYqG7/QxFSxzPST/wAAfInVOdld0wBdf5xu0QlCP0JdNo1ArLEse0lOY1KOstdI831K9XdaZJQr0lZUVLZhXsG9f/EzFih88zbLShSkNahIm+HJANvYypjEYUuJTS+ROXkqbe7lZY9L2L9VpQmyp3ws1/aKEvu2+plxt6kUQy+/Rtv2s88zoPirXyILf/31fwsA+K9/8N8/ZYw+HkbXFmIu9v1Njt90cyiha49zLifbP455zGB/AwDg29pSocb3tznWeyGf09Vf+psAgPwK2Vl1MSuP4tu8sWDx4DRn+ctmMH/Z13dwcHBwcHgizsSgwnwO82uruK+U8HtKHdSSV1x1mjrOeCiXjJVqMK+xVGcuqTFMLDiVvx/IM2hZu/3VK5RoHtyj1LC/v522XZJXni/mYbrmNImsdLVtpacvytNpe5uegX0xhdmlxbTNS5dpP3v3NnXRZo8piAkOer2UMZ4Xnu8hlw/SUvR5XaNoNrExUKhRpmQSW2qDGva4S21hpz+NORWkw/athHQaLCq2KbbWFcMGgG6388Tr2Se9+MZnc4uiBM2mAl71vK2wXWyeb0PBrDb2g+h0Ycr+wOybvKeFeUqvUzbnNJ8tqWxBpQ7ifvbMegpOv6Ny5zuyvzzz/A0AwBe+8EUAwOIlSrSWmstK1A8GVlgzY0WR2fl0T5Yo1ZhTNEYvq2KQw3Nzy3gkif1QkvmlNdqFK8+x30EzWw9THXnBKo1TMeazWC5wfMzee5zjOdsnHKOLs2Q9swWyoytXaTcpDqUh8/b4vukoALWreRcqFVRe75CjGtlHdY5t+SW9c6p87vVHGSuLVIDv+GBTF+F4Tpdog/7FX3j+A0ZofLA52k241n52P/Piu3uTWqP5GSUmnlEy2DnZS5UEefuIz6d2gXb6r32DnpLzKhkTp+xo6LVvgfPjck0eMxyDcnBwcHCYSJwt1VE+j/UrV7G0RnZjqXBMOl4RE9kVQwEy28cdJZSsKiahouSQNZV2sCSwN28xtb95Dt14gRLM+vrpawJAdZpSbVMxS5bENU29Y2k69L8lkWyqXPa7d+ihU5qZSdu8cZ3S7ZUrTJp4dMT+LascyPt37qAuVnhe+F6AcmkaVt+v1zXpmF98/gb7NUzYjAEZA7HxsNgkXylS2vJkGmZIw/8b63kSe7HxK1p6JDGo2DJEmh1RDKqhIn59K1k+XLTP7Fopg9LnkA1qXEJ/HMdotbqIFGtjLKMfqT9KT5QLM7nMCmVaHF6+wPHrqtTFoaRSY4dTshvlNEYFxUstyetzMGTTSzT0Ba2BI8X47e7T7pHX91+a/2UAQFnpv4I0wa7Fqg2NkKXDyllxTtmBzfNy5HmfBwmAXuThxetM4C6lf9oAACAASURBVHrjla8AAIqrXOebA8YsYSaz6ZXF+kvzjLkpTvEejreVKqpGZjCnd8i157nOimC/K9D7ocTzKzNTadv7FR7TkD2rn5e3rrwf4SkH0hT701LhvqDINpqan3MLmY18SmmRPNmAEs3Lepv9zc2VnzY8Y4Gtv0i29uUX6VV32M+8Mbd2OIZ392gXm3pExnTtCt8P99/n+3bpEr1Ff+U//m0AwNwyn1NkNkzNo+BU6qzJZE4Gx6AcHBwcHCYS3ln0/57n7QG498l1598bPJMkydJ5G3HjmcKN5/hx7jF143kKbo6OFx9pPM+0QTk4ODg4OPy84FR8Dg4ODg4TCbdBOTg4ODhMJNwG5eDg4OAwkXAblIODg4PDRMJtUA4ODg4OEwm3QTk4ODg4TCTcBuXg4ODgMJFwG5SDg4ODw0TCbVAODg4ODhMJt0E5ODg4OEwk3Abl4ODg4DCRcBuUg4ODg8NEwm1QDg4ODg4TCbdBOTg4ODhMJNwG5eDg4OAwkXAblIODg4PDRMJtUA4ODg4OEwm3QTk4ODg4TCTcBuXg4ODgMJFwG5SDg4ODw0TCbVAODg4ODhMJt0E5ODg4OEwk3Abl4ODg4DCRcBuUg4ODg8NEwm1QDg4ODg4TCbdBOTg4ODhMJNwG5eDg4OAwkXAblIODg4PDRMJtUA4ODg4OEwm3QTk4ODg4TCTcBuXg4ODgMJFwG5SDg4ODw0TCbVAODg4ODhMJt0E5ODg4OEwk3Abl4ODg4DCRcBuUg4ODg8NEwm1QDg4ODg4TCbdBOTg4ODhMJNwG5eDg4OAwkXAblIODg4PDRMJtUA4ODg4OEwm3QTk4ODg4TCTcBuXg4ODgMJFwG5SDg4ODw0TCbVAODg4ODhMJt0E5ODg4OEwk3Abl4ODg4DCRcBuUg4ODg8NEwm1QDg4ODg4TCbdBOTg4ODhMJNwG5eDg4OAwkXAblIODg4PDRMJtUA4ODg4OE4nwLAfncrmkWCiiWCwCAHzfAwAkI8d5npf+HYQBLxTyUlEUAQAGvf6pNjzfP3VumMvpfJ7nW5tJdrVEfwcBrxHFMduOBmwLPCeO9H2f10x0XJKM9jxD9tPpY7q9HlrtNnq9nvfYSWdEtVJKFuams2um1+Kn75n8kF0qSeKRfvJ/Gzdf4zjQPdu92vha23E6Bllb6XiNXMPaHh2v0ePT/nqPD42da/2N9b8H4KTeRrtz/vEMAz8phP5j89GuFcf6HD7As3P5R7mYBwDkNW/TNjRe9mm3aGOQPZfsNvyAc3egOe+nz4htV2f47AtaT71uFwDQqNdPtRTHUdYPtZVef2SOxPp+77C5nyTJEs6BhYXp5PLlJSSJ9d/GhJ+JybdeNqBxbGvv9ByKtSaz4dG6T/gZ9fl7WCiwbTVpaxYAfJ/j2dO7w8bA3iE9HWujZeMdhOxnoWjvkqxfQcCxH318vhfqHtmRn/z45rnHEwAWFxeTK1eunLcZQYNkg6XnBFvbNsaab/BPz+m/TGxsbGB/f/9D1/yZNqhKuYxf+sUv47VPfxoA4AV88JXZGQDA+jNrAICZhan0nJW1VQDA7Pw8AODk8AgAUDvg54WFFQDA/CKffaRJVaiwjbDACRTqWt7QyzOKOCE7nTYA4M6d2wCAe/c2AADFfInXWFwGAGzfewAA2Ny4DwDo1ptsc5hIasHbiyi91oAL6Oa7d/D73/6jJ47PWbEwN43/6r/8O4BnLz/eT6wlVi6U1b9sYnU67LPtN/0BX2q2SZen+NI7OeFLrtVuAQCmKpVT93VyzN+TJJsjtonZS8GEiZyEhTg5vSBsM2w22adiieNtwgWQLZK+2uz1erqPDq/pefjf/9V3nz5IZ0Ax5+OV9Sr66ndfzyxf5DgeNtiHnZNmeo6N9fUrnH9f+8wLbEtDnju9r+PwcI9tFnjA9OwsAKDdYdu1o0badnWG62Jr5wAAcOMG265McW7/6l/7DQDA+uUrAIDdrUcAgLfe+DEA4NED/r+7/ShtM+lz3KpljrW9nPf2TwAAXpHf/w//5+v3njRGZ8HF9Xn8P//vP8DR0Q4AIPS4eQd5rklPY1DOV9Jzmsdci0XN3e6A4xGEnKdTPBWeBCivxw1p7yH7n6+wzUBt12qttO0+qgCAQcSH0la/KnqL2Xx968E2AGBl/RkAwNqViwCAo+YWAGB2NttQL194CQCQxLy3QpFt5wI+106Xc2i5+vVzjycAXLlyBT/60Y8+UDgehR0b2ySUwJIc8P6jJudk1K8BAApdru2eJLF2xHELqxyPqUvrWdua4LaW7fMs/fs4+OIXv/iRjnMqPgcHBweHicSZGBSSBF4SpVRy7SIlk+deeREAEIhCe0OtFqrcvb08JZTpxQUAwPwCJda5KUoqJUm5fkpDxZj0GUkaGAypUGIxD09qwOXFRQDA0TYlizu33gEAHO/s8trTZBdTc+qTJJF+O1MjmPrHG1FTBepXkiSPqZA+NjwPnudlFNyTZJSqcaSi8DI5IpN0TvdrVAIKxDhzGptA6ibflzpOvyfx4yzbrjv6mRNLMxZmrC2vZ2vXMtUWkKldn9YmP8+t3RMS+IjR75JlmHo5VdfFlOJN0gaAIMdrz4jVYMC5cHBEaXRhfg4AUMzn9EmGksvxHqen+XtlSuMeHg91RypoPatKmeO0uERtwpSuWZBaa15ahmvXngUAHB5QMp7TfAWAQsC//UgqU83GQ5/XNfX7ONBqd/HTt26j3joEAHhS8ZUqet553V9cSM+5sEApfXn5EgBgEHO9ez6ZVavGtdhr8Rn5YvBVvReCkN83u2ROjUG2NtsRmUE+x+strPEdMiXGfnJIFnZhic/m3vtkno0Wr710kWMXmboRwN7BPgCgWOC7odbUdeubAIDZ+bUPGqJzY/Q98ySkDMqOlTaiI2Y9Bd53kuPYJZrnpZzemS1qDDbeoQZpNsrYy/qN6+zHyEvto/Tr5wHHoBwcHBwcJhJnYlAJaIeoyJ6xtEwJpt2i1LG7SUnr4pVL2TkepZuehJaS9NU57Y1+jtJYyiK0k4dmUDbjujU47IAhquaHlKhmxMYuX7wMAKjvUff/nmxSx9NVHSfHBEnFcSeT0oxCmYHV7DJxZpV+bFzOgwSZ0dbY4qjDSObggMftovZFajA2BhWMfPqnzrPjoiHJKR5iFjw2c2QYbiv9Xm0Yg7Lf/WDIGKt7MNbij9yb7/vjI1C6XF8Gd09G9ZNj2kFqDUqYw04SFc2Bgh5C7ZhMpN2lraxU4dyo19hGQ7a9fJ73YYb5UoVzqjqd2V9nZvm32RY9Y8jp/2LIGhNzJCqoT9Nl/l8tzKRtdiUN3/zZuzxHY91py/ajNTAONJttvP6Dt1GckZNBRfbgIz3TNsfk0lq23pcXObi7+2QgM1Ncc+0Obc6NFsdvc4vMJfCpOVlaZL/DPttMZO8qz19O264f0La0cfcmAGB9lWxtfobvobB6AQCwpn4urT4HAHjwkLbp5j6vmRcLBoCFWT63OOE9tjp8lx0ccTxzpfkPGqJPEMljfweyl3banKPNGsfUi9nXWGNXLmp9itjGdc63k20yrd23bqctX3j+GoDMfyKIOffSJemnL5oRfDLvw1E4BuXg4ODgMJE4mw0KHhLPR39Au8L9Deo0e7JJxfIIWb6wkp5heuFAUnZpmV59U1VKhfIATV3DzS0akiZzkoIjsxf1M/2xSeOhL/tAhW1efpYSlAnyQYmiRKtD3exsldLaTrOn/g+zMkn2sluYL19XLsC0qYzLCpXAQ5x66ZmtKUntM+YtN3RKqiw2t+3TfYn1LMztORiR0mPJJL0e7+fkMLOZVArywgtzuq5cl/UZBOa2z+N9cy/X+V1J8X4uY2I52VdSdjViK/M8b4wEyoMXePAC9r8/4DXqYk69gcYzyAa0kpfddMC5ECdi5fJUe/8+mUD9kNqBac2li6ucQ70253fzmPaiR9v5tO21dXpLra9Rsl9cor2q3ee1+n27pmwFA60jeaeWA/b7uL6dttls8ruc1lpOom9PnqybDx980ACdCTE8dOMcjnYpqc8vc2zMOxJ99ntpIfPafPPNtwEAnsd7uH6NNhw5eCIvN/6r1+hZO4hK+p1M5sE9jmO7z/tZu3Y1bbt/yHGoy2vUPOwWV2gLLxflNXmfx129wnNffYU2vZs3/5zXONxK2wyLZB1V2QP9Ij93TvjcC9WTpw/QOGHL+PFomuw9EHG+HL5/BwDwk+/S+/VPv/1tAMBv/eavAgC+8iX6BHT1vvv9P/xjAMB3vs+58fyXvpG2/dKXfwEAsHSRLHSgC4ee+QCoPyOLdJyr9oPgGJSDg4ODw0TijAwqQRLFaMvTxWJZZpbogVOSB9HGxt30jDVJg/OKRaqdUGLPa28sFil9RdLlm049H5xmTj3Zubq6JgDkdb3QYkJyZi/iufMXKb09I0+gfosSRfuIevC4RYnEGzLEWKyBF/un/k8DW+N4bATKQwLfG8DXYzAvqSwCy4Ibh7z4zFT3WJwCJZpBMlB/+RnAbHliP4HZTjgWraP9tIWZ6qL6wfEaiPUOxHaKBXkEWgyWnkW7wWcT9fisinOZzcTTMxr13vP98ctGQeCjOl1GLLvn7h77NbA4Mgl9wVCkZl4eYC2xv70DzZXE4nA4XxdnaCu5fpXS+sI8bStzc7SpNhv0+nuwnY3n3jYl+eMD/vZ1eb3mZFvqdhVvJkZiAc/tNsd1T96njXrWZl/z0uKvrj1DlpAv0Cb17sbm0wfojEg8D70wRBzz3o+P2a9Clett65jMavmom56zOsdjg4Lmm9j4vDxs2zUy0bzmb79GNrS1SaZy672HAAB/iu3s9H+Str25S3YVhBzziytkpkmT/Wg21TbYz4M9jm+xyHEfaJ11epmnY7fLfrTaGuMKx/cE0jAMMrb1c8Xw+tZaqT3i2Nz+QzKmYov39/nXXgEArFyWx6QFVHfYxlyJ6/HSJbbz1hs306Z/95v/AgDwO3//7wEAYn9EM6OXkUx0aSC4RTabiWrY62+cHoCOQTk4ODg4TCTcBuXg4ODgMJE4k4rPg4fA81O1kbkYDpS+JuyzuVYvS/fSaZN2mjNEty1K3+DntNw852ZOu8cOTO0h9+TdHQbf3r37fnqMr2DJWQVTLiwpcK+qNEl5GrTXLtINtrZHFcCOAvg6MjgHXuYW7Qen8wuOul5jnHGl1t7IP+binqnxMrqfsefTxxitHg00tsMHfaVTkkwS6NHnkBm4vch4PBvJ5y3HodSCA/4/kHG6daLxk5d+OU+1TD7MAjefFqD7SSAIPMxUixiov+0tqn4SOU1ATgj5IScJy/VYa3MOt9tU7fTkADBTpZrz8kWqqItFU/1RTWxzrFDh/J0t19O2Z6bY9hu3qZp6uEVV34uvMOURfFP18dqWdqo34Oe9h1Qvxr1MhZYvUT21ss7+tBW/YUbsSjVzcz8vOp0ebt2+h6VlqojihCrT6YBzKS93+FYvS0c0PUcnqOmZBfW3pH5CbbB/UcS5sveIacd+8MPXAQANzeeC1vLB3UzFtidHkDkzJdzjuU0lCKjIvfxIqvswx2vVlPpn75hqxKiTrenGLkNR4pDfHRwobVdF7vHnTxF5blj4yZ033wAA1O/ThLK+cgUAcP2VGwCApQucg5azEBH7vjJD9eryElWjb+9upG2//u0/AAD89a8xfd31V5n6KTKzg+a3l+O8t1dlYmaH5JPN7+cYlIODg4PDROKMThLc0czFMLTswpI6Lz5DY2R1IUvN0hUDuXf37qlju2Ivr3yKBr4LS5QILV1O5k0tiarMnfztO5mB7zvf/g4A4OWXuOv/+jfoPrkog6wFjJrTQaVMier6Sy8DAA63KT21a7XH7tMyUEcjn+N2r3xSa0/LHv4kZNnKdU7qYZF6UwAABgoNSNNDgcwgjjK36FqDz2btAp1L5lf5TBJJ7cG0XKvlvnqcJ6s93qIzQD5Qws18xqB6Ix4l8UfIJP9x4cGDDx/tJiVtY43yHEfiWeqhbNRzFtisJzGlew3FAgOP92rZzotyk240eI3tbbKjQpnnTZUzTUAit+CiLMk7jzher372M2xbAaNN0Qtz62+JoR7JmWe2mrHcCxe4xsyV/vY7d9TP06mPxoEkTtBvRzjYJxNdvURWVJ0io6papvEhMfeRHBmmZ+i80WjzHvbl2r02T23GoZJFt3Tvy7N0eOjs0Vmhc6TkuycZI/U0jqahOQmpfVlYYH8ql7m+39p6qOPoVl1WgP6JHFnW5i+kbW68cwsA0NW6qMjduiDHq539w6cP0DiROh/wIxp2OlDoyJHW2ZacZ2amORdmlQQ5zQA/q3l1rHUqzdYDrdujJHM0wzHb+vNv/R4AYK7N/41jVhb4Li0qIXissIyOvCWCilJ9zWWJ3s1JyfoTjmh9zgLHoBwcHBwcJhJnZlCeH8KX3jGI9Kn/d+9RQhw2M3QkRR6dUP/7vT/7M36vYLurlymt/96//KcAgNJACTSrDPbtS3iszvCP61c/nba9+revAAByBUteye8PFdDXkDv80hKvUS1TCvDl+hpJaor8zLHb6usk4l0WPGn+lb445CeBx+xJllZ/iG2MMhD7xWoxmQ3K4p3NDbSlsTi0zx1KsIdK6QIAc5I0Fy4ywLQypehKSevTsyu6thqX237zhG3ZeCZDYo9J9MlIPaXRhLPjQJIkiKIErZYlhdX3Ngj6zIVZBy2RbBpbrLCIdZUkONrnXOr3eUCoSTat+Wgxqz0FkPeTjD1+/rOvAQDmNJffuEXJvtNTMGSBNoF++qwS/a4SIC8y4PL6c1l5hHsKxN2SC7slATZW2OtljOO88JGgGA/QrXE897fkGi6m7Wmy7ecyN/hHmithQhvTtRfJuu49YrWKapGpi2ZVZqcUiv2ElNTDAt3kD+pkOz1k9rflaR47OOJ8u6Q0RM9dZkqj3YZYmdjtpWtkGHWlh2rVOfdPitkYza6QAUSS1ReVtulAdj/fz+q1fZJI43SfwKBi2Si7h+z/xi7fpY0859PqNaZ82lNM8W0xyNtvcq54dc7ZIxGnje2HadsrYkQPHvK74wdk5HlxqGKTWpTWLp9nW3O0pXIpD8Xy11/+TNrmlde+AAAYpAm/FWgsrY7nfXRe5BiUg4ODg8NE4szJYvuDQSq9+9rfrGJtXbtps5cVhCvPWOFBXurTKnZ4WUG0L1ynR9O7d6gL7nS5y86ULPiTkmmuwHb6rUxC7YPXK3eqauuzAIBGg9+b558V0HvjL+gFU1C0qwW1JkOhsaMafPOoMwE7juLTQXRjgLEJP7WNeE/8HRhKvT9SxsLO6Usc75mnnQoTPnykoFEFgSYJpaqun9k3SrIDdsQqNu+pRpvafKbNazfkifnePSadVFFSFEqqIOtnXlLmgZSZFE+P3TjLbXiej3w+n14rTW4r+1Fe/xcLmd0tL++kUHPCimCazdSCk0MlOW7KQ6zVauh83ny5xPnZG/Jq2nhANmCJXI25e6EFL0ui1PHGTCuy8cws0Fayc5Stpz0VRLQiksa6Tk5qauNpo3N2TJVL+OrnXsSb7zAIuK6yNFv7slPI03Hh0lx6TlPz8pvf/BYA4IY8Fg+U8uz7BXomXr2kINsuxybscSy+8NlXeV+DDQDA/Go2P6dLSl1lGg/ZA1/f4DzdPqa9aKbMZ1XNW3VkJYKdFuNPsuTQXoXvk0GTc/bdO+/xfz2r9kjh0k8K9g5KvV2HHmQoWlVU+q1IiQh2ZFPryBfgp6/Tw/kffetHAID7HY75Z6QRuTzH5+R3M1Y6s0gWagU3336H8351XtqmAs852eX7Y3ufdvtFlUsKGpyPm43vpW3Ol8m2Zq4+z3vTWMbmpex/9PXuGJSDg4ODw0TizAULkyRKkxeaV43VbLB9sTVUpnluibrlZ29wN11V4sxnlcjRUgl1lUZlMKMy0omkTZWOzhXIkkr9bE8NI+7yXo/HzlS5q/cVu1Aosh8FeWbNK6V/0qO0YIkr2yfDNij7PL3Lp0lsx+glBXhIYh/mZ5gklkDVys4/XhJjEJ9ORWLxL5E8fSIlRD2pUXrafEgp3rzOYumB+ypqNvAythPmTice3ZZeOlFKnjnF+jQ6lJq2pcteXKedwQfHOT/ESK2Do96QKStMEoxrTJMkRq/XTZPapuYtSWzmXWisCcjuOW8GTCWYrSmJbqfDufVom9J5dYrSaLnM+VhXKiQz/hVnF9O2O11eb3qNc//L1zjH99/7AQCgv8vS7n0tw26H49eWRuLGK5/jtTc30jbnpFFoqNx309JNyRvuLPr9D4PvAeUwwFflaftQHnrv3eVzLyjdkl8qp+fUmtJe7HGO3PnnlKwLZdpyokh2kd73eT8q4ri8wDk0u0Qb1asvUtOyUM7m0skxr1teoG20KyZ1850Nfq9rfFleknfvqsyG5nNct9RXGYOI9dw7XbZ1LI/eopICr6wsf8AIjRN2n/IqHaogGKv/EFvxVa7lsEU2Y+njBnXF+ZlHqub2+rxKmQyUqmqIwSSysQ8Ue7e1x/vvdsjaQ7HR3V3Of7PFHqmfqyuKdxsa0/vf/SMAwKL2gQuf+zyAYe/kDxmKITgG5eDg4OAwkTgbg/IA+DHgmSeW2XAIK+0Q9zOpx7IOWBxOqHLNHbk/NeVhY3rKnrpUKMsrSZ4nUVtedUm2U6PP3T3Mc1cfjcifqlK/OgC/n1uiJGGJarvyaLtVyzJfdFsjRe2sXIV5SwXh2Ip0JYn19bRdyTJbmE0iGiIkkToWp7YoxTmJmZgkbZLgsbwlPemtQ8UqJak3YNa4r+dqOu8Xr1PyDzWeu3uUoPeUYPbiOrMG5BWn05GEZgl+2UGea4mFR734xmvOSxAngzQDhi+Gny+wf5nD4NCA+qf/8HRQSazAChfee0AdfEEJiZ+/ynuvVHhcRccXK5l9qxBQ0p+t8reyMhs0a5R8A5Wa6Mqrz1eGgykZ9VavMUNAfijLSk8LwpL82vPva5K0W5lX5nnR7w+wuXeAdV2/KlvOKy/QO67R4TWPhoYzl7Okxfy/rVgcDLjWykokbEVOowGfzVGD74N/8s/+JQDgy79IW9Srz2cMZm7GvEn///a+7Eeu+8zuu2utXV1VvTe3ZoukqM3WDCzJtixbI884hu1xkJkYCRDkMZg/I2/JW/IUBEEekrwEyeQlQJAAToKZTCaxx57RxLI2UqQoUiR7X2uvulsezvnu7za1WC2WPG3g970U2VV1697fcu93vuUcjKfP0suL86zEG/Kesq/9jfiNO3fviohImZIaTsdU8ZVciq+uYj5XyFLhJRjnlZWVTxqeqZrhjGE+uljFx/3kRDinBTKUtBaA4nuHrOgkKfarv438fp9oe4UML+/dBequlwxZrlZga7FyRDaZMeWPhuw5W1igPBLv0/t9zKvm/WYKvVUueywPb6KuIJgHyppbx/1Eks++7y2CsmbNmjVrZ9JOycUH9gjTKwRTOXEV3CsXJJVHI3igKpmtVWZHR/DwtXemO4ZHGERrIiLiruGpn4TsASgzj+AYb7JehrcYVkkj/xaq9FQ+vkq56bCiMX5KTNArLrPapNYwzBcxz9fnI17Ri8NrdD136l1Q6gVr7iS3nBCw+GF9xflErL7pcTwfbqHCakDGjpC9NhPGjtNcOgNzVKuZfIxKQSpGVTQxIdrZOoBn+nADuYBrbXhEGlvW/NKE4ysi4hKNRZGpnPr4i3x8yzKROM4kIEovhVgfVc6/ylrEkTm/g33k6pYoJugxN1cn6lFVEB32jQ14ofEEx55tYByfegZea7Vm8jF1VonWWAOqUikR86sTVqbGZE/xXaDdoMKeK6L29oLx4pvz+Hd/F7lFleTQ8R2NP2mcT29uEEh9ZVF2uLb8EgbjyhXkiTa2MBajfZNzTj2MvXr945g9aT31yCmlznvFHhOsc3WMf2eA3/rxn0Jc8N6Hq/mxK+zZWSCn3LV1eOatmnLPwYvvUMJj9cKaiIj0uAZ9cvWFgwK3IfnqXmTP2eQI17RxC/mraGd6fWWfZlrt6jBaURQI7A9wDgnzxeuLyHNW5jEODqXeD1sYj0Xe11QyZsgKxZWvo1/sxdK382M3ZzEWI1b23fnJX+GNBGu0u4+9stcjYg9xYvuU2HEzjGlQ4Lfc4pq8dgm5sShhhIq8q+2GmdNfZRZBWbNmzZq1M2mnlnx3JZBMcyRalcF3VVZchQtFRAZ80m48BBfXCkXbVChOedKOO/D85hbwxK7Qs3eG8MhcVqElvpF8n5BNORvhs/c+hNdTYdXehUtrOEZGWWmfHFWs2Il55qUCA7RD7q2AQVmPn0keYW6YnmUf0wbk5G+JIO2Xv8MY8ZAy5hvkdxuQ21CZDbQC0GUlj7KylygQWWEcWhndRUQ69JQ36dHPNhnj1pg9qx4vrK+JiIjHOZzQe9e81mRiEEop1Nwdz0Or93Jp6+mNaJKk0un0JEuxZipcH9UKXvsUeKv5prdmONZcGM6zwl6bZgPeae8QqFFzAppenbAStNlG5ejSeXTzT8YGTcwQMvkca4fM8YEDj1LzsZq79apkYVBAQBl6xzPbtFpHBKE6g5xAi70t29v0VidmfzyuJZLJcRrliLrEnPPGAdAbW+mkWjZ+rjKHLJIBfesO9lPGnIawWixjr92YYxKxwjIeqKAmjjNxzd7cofT8mzfQq9PvohL4lZfQa9WaZc/OMVEax0jHz2EO7eL1tfyYy5y/Ovs1790H12c6xhwdPHz/E0bni7GP2w0x99fDDagwDHexJhtEqc1F5jJT7N8ee/lC3t4bNeTiQ42quGbPpz1W/WbY4x2uH5eoeJ7VqkwtSl/RNJUkKsw/dwp8po0GEFyziT2Usm/ygOzzc19e/cytjxZBWbNmzZq1M2mn5uJLsiSv0sq7nomclLEhKnjQgz6Zh+/hCV1mRVV09QkRMfmKMhkN6uwsT4d4bd3+eAAAIABJREFUgjssSjqkZ1pyTIw9ayOWqbxfeb/OItmKNY/0SO+Nyo232vAs3EKj0ZCaMQNWAilLhlb1Zdn0+KLBoeDkFOSGXy//MXyuEJDeZz/Cwwe7/AymMGUnfimht0ivy+P7Qcg8G4/lsgIrLBRFahx5lwzdR+yl6pKZQ6v5FpivEV/RGeYwZaVmlJn5r5ThmZaJqodDrTJT/apsapV8mWQSxXGup6SFUKY6kvPeNJL0JbIj9LtkDl/GtZV4vn4LiOVgF3H1Nnt/ZhqI9ytC1PURVkw+M2DlpM5BzHU2duHxVkfM3XIcs7F22lN2nnOo7PEiBe5CooLx5GS+KiwwyT+uJWkqncEgzxvX6C0rM0fE6wkLd5GVNVTdHR5gDew8oGe+BYTncC7mWHnXY55Etd0i9thVidbrjXZ+7A73Zr2GXEanRwaFdzA3l8lo0eSi3uOc9kb47WqdyHnezFGblXAbm1jzN3eQa9HIj98w0aAv0nTPa/tTmppNMcM1d2l9XUREbpNrL6Kku8f8spAjsc71XZ9j75ng+zEZ+pO+QTtHJfT19Y4xllkCBBnx97fJUFKnmkSTvWYZ86qag11eMHtK12CiPKw7iPIsjZgDlkQ+ayzKIihr1qxZs3Ym7ZRcfJnEaSpjxsY1jqiIxKUnWCrwu3lDVQnF0/3G22+KiMjmXfBGacVfSK+mXmN1mkevkahsrgJUNI5M/DRXxA1wPgsLqnoKr2fAXgtVTa1rH4TmE+ihzq0s5cfssiv7xj48qoS9BarSmkyTm8sB+sxyhEcv6gTLQiEHJCKb5NQbUgPG9xDnLXmsSGSfk45T3humfUc+UQ4r2cpeQf2WPUtjopwhe266jCHX2F0fE0GPJjwmcxO6DpJC45ZWcyn/llH6PcmIMR1zxHVNVWJIr9x9RAcqiQqwkec+Yey9y76x+RY8xVod4zpTJTM214efJwbJ6M3c5frVJ/NDTxjHrzBHE4asJmO/jrgct5AVXDytPD/DfaY9hCIipRJzssynZtxrHvNZjlO4tse1LJM0TiQhUlKl1kBZN4jmwor5zbk21uPaZSDMdxfJeLFHhgZqBc3NARkForkMXM8ue+k87jenEN3wOV5jzl9vgHH5xTvYE/c3gKR+8Co4OUP2rK2UcC51zkNCFV0Rkd33kc+6eQfH6PD24s2gWnJvNP2s86ntEd5Nl3t8cR73RNJFSm8P94mYvJHDDGM+16DieB3XNE6NxlWF7C9HIWoE/JSIlrx/2+ScvEtW/2urQFwXFjF/Ja7d0dDco5j61QCLHHaxZxKyrqRZbPugrFmzZs3ab7adDkFlyOf0mB/SSqZyyJg50YYXGi9WqcF85jeSifbtMNfD3o90F4/UDpmms5uoFBqO4dL0h4w/102P1ZPX0LuwtobYrMfenoBVfEYd1T/xmusuuTkEzI+5dAGecsJr3PgA3GF7KrYyZXPdVFL1EpXjkP0OmtvpUucGJ4/3qrxW7VfQJqaJh/EdCpEfLzFKcSxlWUgDMlCEJr8VVk/mSnwipgpRV8jzG4/JTiHKmqAetmpSGY9/SE6vkMzSrney52uKZOZE+JmMx9rLxFwDJT01n1iQHc6rk4TVjtorpWtjboEKq/zg/ALZSYhA67P4v8fKwFLFVJ0N6vAqnTrViznm0RGjBDH+PmH/jpNpBR6rDsnB5hTyEZpPrTAP06CS6c4u1shczh1399HhObX5niuLMxXZHcHj9gN45sd9rK0Ly+QdDE3lYIfBlWoN49Bawhq68w7XrUOWjHOoevzut14TEZHX3/hrERG59w5vSaSi2GPlmojIhDlmrajt9HgPIeLfI/9fm2jsh69Bl+hck8gvxZ4eF3J6O5s4xiFzu8dk4mgtIKqS/prYzF3ycCrVqCuGjWX3fbDJ/+JnP8e5lXF959cx98cdIEeP/U/+Ia6lP8b6alJrS6gQodEWEZER83Rd8hROCHscIqMGEfsxuSl/fhOI84hT/to53INLJfMoiXnfmp/H+Wn0JGhzHhzD5/qrzCIoa9asWbN2Js0+oKxZs2bN2pm0U4X40jSRbr8ju3tIfLosow1IbunlRJumSKJax3tl1qK6ocr+argIUFapeSYkj9VyZAWC80sIpSwsGTmD1XNI+im9THMWydAyIfAJ0lIR6ZGu/qOy6QZuVuqkUXkedP/alNzpvcNrnZ7gu+MgBJoTvyYnz1cjUn6llv8t4xirxHvAJPlkpCE9HKu5hNLSMY/51u23RUTkYhOl+U9cXhMRkWpo4L4GMzzC9QmbK1lrIj5p/jW8lTAcYJpweV2FQgUliY0Y2s3l7Blmc0SmyBjriDhOHgbTsvmUr1WGfKsFyfcJw4EOCxEcrhkVu7xIYb0Wy6LbLDsfc1COuxQQrGGO3EJT7WEH1xUwuZ+WWO6upeANzmXE8m22YPSU+JfhpqTQtjFiEYe4CN8EXBszbJnQ0JrIzz92hE5jgefJQqspI7aKBNpBXMP+urF5F/8fmjBYj3vp+kW0kVy5jvD7//sJQnW1Gvbol7/yVRERabYRktwkfVaFe9dh+fwhi5VERDJXiZLx/yqpizJRQmqWnd/AeS22MDZ/51Xs5bqWx6dmjrSveWEe95UuJWZShnrXlz47Lc/jmKN3Fb25FKjBogOUvj/5BO5351dQ0l1jBLtPeaE2i1j2qiyNjzFvE6YMxhWKwZrbidRbuO5tNlQPKiQziBD6azD0/eKXIGHyzvsYnw2KcUZPoWji6hMX82MekrD6z1/HPWcc4fyqUI+RFcc31/srzCIoa9asWbN2Ju1UCCpOYjnq7kuwT7oSOk4Jm0PVhZ5rG0LXtct4spY9eHaer6XI8FDK9IJKTPBpgrvVhseqyfXZFtyFpRVDv6+Ep3Gknj4pZOjZa0m4lpNr+Xnu1Ufq1ZtrfFSoMJiBu1EheajjyvQgFI6Yw8REOe+VXon+Q1AxktrlBjydMaXbm3M4v9YsvKqqr4gI4/ZwGx5ojeO7uYFy0ouLSAIvLZzPj310jIRxmQnbuSa83R0lWY1V4oM0UN5JBKV2spVZRcqUUJYSIokeK5paqbnjOOL5gYSUX/FclS3RIg6eb8Etq1W0gRjrTptma0QJPtdfo03kzms9T7mNWSaZNzTJfnSUH3tpdYlfoQQFS9qrXFNaE7HHOWrRm51vY066bJQeD4wcTMQEvwomttmUHnFOkmx6Sf04SWT/6ECWlnAddUqKzF7Aeb5xA4UZXmTmr0lEd0AEurcF73/l3AUREVlqYtz++//+c/yGC/HGzXuQbY8ZQdHm+azI88VxVCSs86rSKD5Lo5Ur6n/97C0REbk0j3vP16+T1qhA6DuzhPPxeG9YvbgmIiJBGZ+ZjE5GNb4w4xDqDXncN3PuR0DSz1xFAVdQw8I5OsL4l7hGW0SM2QH+/jDAWjlXx4JfXERhTSWcy4+tZK+H/MzDkdJw4f0+EXsnRMl6jbRwI4cksmxjqe8ZmZef38RcjhqY8xdf/h0REVl7GhAKlF8WQVmzZs2atd9gO2UOKpXesCvuocoE4zVLlfKG5KsV83RskGK9kstCq5w5S6mZ+WiqfDRLlZsUSYuJtGrMDc00TBmvkpJqebsKKM7QQ51n4+4xiQw1N6G/sU86I7+AALQkUmFVk0ju3BrKYt+5edOUpz+mQbAwy88rpwFy2MCpshFlI4LXoDRISuqReVKM1Mr4f0ZampTjVmfJ7ZPXQai5d4yS1G1S4rcrDXNC7slWgICIQ4lltXRdc2N5g7aWl+cluR/1e/LSfkfFBBVZxTItSJplmcRxklNuTRKVfFDEh98pF+iAVDxFMUCgzb0uvtPvcu0wDaTSLgOi8BoJSVd4XXukRBIROdzlOCpZLPOFitzjsbYRMO/KHOmY5eUZS9uzyHinZZb9eiFJY4m6Fn2skeHQeN6Pa5lkkkgm50jwfECkd3gX+aQnfObdQoOgjpnUaZWxrnYDXPtzT+EY33gZZeX/7o//o4iI3LgJap2yEDkxv5lxDRW5bxVxDujV7x8AtdaZ/ytTnlzzKt/57ksiIrLXxRf/PUlmK4W868x9zNfMDFBrexb7q3+MxtSVttl7vw7TW0sRQR1totVl0dF9hjXgM/ev1FhJCWPX4f8zFwhqv4+8UbIJNNuobOfHjitAx34Z63e5grEaMcfpUxKmy6bxZ1/9hoiIvPi9H4iIyBs/AwL+8Z/+n/yYF69DbPIf/NE/EhGRmRolWDTLfYqIiUVQ1qxZs2btTNrpEFSWyWgUi+cr3ZB6xZqDotxG1ZAxOjmpJZ7m6m0r1Y7G+IM8jkpajjnESbVCr0bvqKdVTCLSpXeriGlGRea8k0/oCitTdnZOirvV6HkVdQJTRYV0Zcr8/WU28FYbM+I+knP5/JZJksSFakNWfREBxEopFRsJB1U2yDiuFXrlvgoYUnCvpE22KUXa+hjf+Xmgyoge2s6BoX1Zpry1NuhGzGe0Kdl8cEDvih6+5p5y+iKt0CukDdRZytKTciX6dxW/nIalaSbDYSSVKivBdJoSJTVmbrLgwY2IWrWJV99SVLu9RQoYequ/9QJodDyu1x7zQ1q46DkmZ9E7AuKIODclEm36vgoq4hhzFOBTlDkgMXIyxniXCsf0KkrESS+ZW1hRoxeZCtrHNdf1pFKvyeYm0ETAPOI6IxOrzNftbBqPfGWOxKaryD2PexjXP/sJUMAPv/97ODZR1z/9J/9cRET6B+rdU4SPicJBaqrZOip6qgif16w5ZZ/N/+dYzTYaMrLjYA9XCcF0r4iIEHRIxi3WK+MYVQFy2Nu+/8kDNAXLK4lJM+YyCuQMzb50Kf2hkaDKPMbY5wL3GHFZ9/B6lWKvWjGpkabBIXJTo/tb+bG7I1QnpyScXWOe6j4lPcYUO7z2jW+JiMg3f/T3RESksQTE+e1zkDz5+qvfzY/ZmgOCjXhjHWecL93rp9jzFkFZs2bNmrUzaaemOoqiLBcTM+0upPyn51Krm6qzEqthAsY4m014Jhpr7ZEiXhUlIuZOhuOTVVUjxutdx6CXGVLZlOlVKtGnyherd6lesSKmLiuv9I1S2eQkFM3QoTFSHfx/UAo/Uun3eS3NRMZRkucodKzKFXjWSmqqMvQiIg5zEGP9G0+sUsJ3Q1JFDdlHMiLVkFJNpUQTLvtN0gKaiBkjVtR4TJmNFqsyS6yaVIorz2P/jiJpla0uXKMymmSiuTEi1IKswDTpOJPUyY/nkyw04Bnp2vEKfVpKzNqjDPiIkgDnzgMlBDzG3XvIX1ygTMwz50AKe7AL9LDL19lCk0k0wlrfPcA4hvwtlU9QwlfNaWogYsJ5HxGdeSeWG6shWVkZ6WdJzRUXEMfjmuOIeI4vPZJ81lgd1znEOTS4n/yyQW0ue5Ue7AB5KGXOu2+BJPrf/Kt/ie8uYgx+99tfExGRv/wpJN7Hx1ivOoeagxYRiXnNbi6Pzt/kflS6nYxyLw7nrt5DrmoUN/m+yentUwC06QBdtIboe8oob7/oFHK0U7RHK1dTzluyC1G/3luv5+/t3r8lIiJt5uXdERG2fod7XcdFWIW7vYnrjjhuumbikVkjCaMgi6R2iig/Ey7h/GaYg3rmxa+IiMg8q3/1vlhSUdBCdbXmosM8wvb5Ub1FUNasWbNm7UzaqRCU46CbPCDde8IObn11GQtttEyl3frTV0VEZGEVT9gGq/Fq9OD3d/GUv/M+5Dca9C6X+aRWueOUnqPmrEQKcXjmtRaWV3ie+GyrCSSnkhMPH6L6SGOy+rnR2HhUFZLRKqrJiBYTxoY9z5sagsoykUnsFfp06HGw36hC2nzfKVSdUR4j8yinQWQSESFpN/0++3F6fQo/Mp8UaMzbV2JYk9/QvrEFkjxGObEvYt+pksL67DdhpY96OcoOkRVyJoqMMxUoTLX/iYhqqk1ljjiOLz6bOAKylyQk2I1Z4VgumxzpLHOdewFyIP3+mNeiIpwkL3Yw3ju7+Ny1CEhqln0hE0qTOAUEM8u1PIxUWkSrXxmTJ4KKuY7173qskqfo2Ijm5XkqoltF0opQneDUGqSfaJNJJBsfbkiLZLe1Js6jO0Ce5hcUoltbXcm/s8L57TMfcoc5zj3qWPzn//DHIiLy3EtXRETEb2P8Yx/fGxIxqUhnVpDbUNYUhVeKGEpE8rU65rXDHF7I+5JHQmQlWAgyM54XyBSiRKutWZL+kvEm2p2eAOTHG85tcIhKu3t/8l9ERKT3S4OgzvPeWaFEyahD9hNWT2vkYkhC7cEh7295tTGvJdL+QEO4XWFERqM0EzKjlByVNqHo4wD3kyzGvVJlfpy8z9HMk+tOD/dYBGXNmjVr1s6kncrdch1HSqGrGoK5DIB653XWuz9x5VL+HeXLW1xBbLfEvoga+6JalAtQaYTb7yHe+s4N9EesLMPDacwCDWnvkohIld3+Fy+hY7lUUkkHVhMyp6OVYvPk21JOvkP2UWRZoSqPnvOEHsWIfGijATzAOIqnKrKXpqYPSi2vutFKwhN+hOb7tPqHssr7rFDktTglykNUcM1a6dRnp77mnpwCrcI40lwX3puldHSH1UMqVOgrmiVSUTTk5hV7BQSV9z89IlioeZd0ej5SJqzQ034Rrcjj+agHqawRIiJz7NObX4AnP54AFWxtYTxXyAYx2yAHXx/r4eEHyEk1ZynfzirT4djkCxOP0hh8b3cXVX0jskHMNClISNSgyzDkBgt97Zsq5GEUbSUqFUM+TPZ2ueH0+nYcx5GgEsgxpRjmyHU5PMYYjCl/cbluEOniBezzrQH21o13sZ+F13BhFWtqoYWLvbsHTrdBnx48xyZl5CQpRCu0kjehUKYi/koFvx+4FN87wNy5Lu4ZowBrP5yhcGTVMN1EiuCPcK8YkvEmYZ7y3JPm2r4Q48/3P7iL8+E+vvL8M/lH2ou4R24yAtTrYg/vbAExjTgPHmVxVABThSW1ijlNKQq5be6hGddru819UMIY37z5voiIHE9wrFVyVWY5is11QXgZU6XXyc0iKGvWrFmzdibt1AiqUirllRtD9mkoO4DGhu9QRllE5Ctf/bqIiMwSAZWYvwjYx5OSM25+EXHWXcb49/bw+nATHpayRpcK8XhlnyjRe1QOPq1k04qxY3LMafWeevUqBZ/FxuMfduEdRsw5KYIa9vAaT5KpIqhivFaPq4ikzFyOU5glf0LRO70G5V4jakioUOipSB+nRh1uZYtQx9RzC0JjPNYeOb5UJn4Sn6wMUxaIjzJI8P1Cn4PmRhQlfgRJTZHc0HEcCQI/96wzUQ8S3nEckd15bK5HucYy5o50Kcfsi9raJpfcCpB8l6j7vTeBKpco2re8jlxrc+lcfuygivUWlJWfD3N2xLzMoMP+ImUMYR5E+0VGZIUuLjeP/Vgh96Ab0DvmIvG96SGoku/LE3PzcuP+DRER2ezAg68yfxzOkS2igEjf20Tf2NEY4zOmuOHqEtDX019CtGPlApDJ/W0yJowx3i0ynzz39PMiIrK9b7gNb94Gx5tW3Xq81pAcfAMiPRlirXW4h5OIf4+Rw5nZN32FXSrv+RWMX7OGtdhnIXJaNfm1L9Im5F1cX8M6m10xfHnpmHuWY/RgE+vnIcUW28wRzhIptRYwLwvLuKd63Gtjjk/xpn88Yn7ZURFSbICVa8+KiMg3v/V9ERFZ/gp49BLmnTVHOK2O0E8yi6CsWbNmzdqZtFMhqCAI5fzKRVmk17h3gJj6URce94Sx4fHIuHwhea9yFmtX+5mU0E0rw/AsvkjOu016Yr984w0RESkTOV08b3RHLl9eExGTz9COGu2LcB+Ret8mk8Q+0ZmyVvgFP6BPpHTYhXcSMRflMaExGU1yVoTHN0ccx8nPT5GIoosJY8pB0Y3guAWsTGKaQxwmMEKyaCSsotodnWR0dzjOmqfzQtOjoLkPZf3W7yjzglZU+r+CSaNY5aix6UcrH83/pxe7dgTXFXKtqAx7mdeYMo6eFvjdxsxLOaL5ovKJ8+sew8O/o947jzVTo3YT84UVdtaXC8ze9SZyBxWyI4TMv4bMjUYTeLSKkHJuQ/52nlfyDSpytXKSyDfVnADXsB9Mr+rMSRJxjo/lHIWH/AS/tcpq2aMyxuydW7fy7/SpS5VxfbWbQAQvfB8Ic/0KjnFMlg1fMCatOsbklZcgIf6jP/x9ERHZ2D7Mj/0v/vW/FRGRX76J/HQpVHYZ5kgjrY7EWHR3sYcnEcakNsBc7S+Yqt0Zwb9doqzDCEhivntdRETSKTJzfJqVFzBu6QPkfqTQ/8U0s7DQUd56D1GlvQHW8/Mh8nr1Gl5XifYD1gR0KdeeMr+3NG9ycI0En3nAe2K2DGaIJ18AM8T5L0O3S3X8YmWA+TVBG4ugrFmzZs3ambRTIagwCGV1aVV+62nEJzt9xNhv30fO6c69uyIi4rgF7jB2ZB8QZTXpjZX4muRKkuSSI//ccRex/v09oJ7OIbyheGTi3d/+PTAjO57qP+F3NcegiKBSh2fhMVa9vbPPY+Hz1ZLpC+h0tb8ElT/bRHIleqpZnMn0qA9Qwfcop50iKkVFvmN+UHkAvUzZ4FnN52hVHz6neksh+xxC6t2oKmrAvwcl450rt5nmwrTyT3N6fVbzaY4p7+x/JBdVzKtp35Nem+n50lyYO7W+MsdxxA+D/HyNSCnOq0aOvj0yO4iI9LiemnXmNRTR8xIGPLdeF2OxSw9bdYqOyEQwfxleaqVh8hv1OjxVr0qGlYznFWLtT8Y4VsQ+vDgipxwRgJCzLyuwp2jPi+prafrP4/r0gul5/I7vStiuShBjjJTDzqtgfy2TYeTWjtnv/R7+vbuP/b61hX28vIhr3O5hDW09xN87x7iAxXnkTV55+TkREel1wESxv2MUdb/zt5DPVjLyQQ/r795d5PJUb8uvazUvWbRJiT6Kcf5HkVlvZVZnCjkZ+we4VwQLmM+ljlHw/kKM+6F1AX11B7vviYhIXGBfiMjFGTE6Ei8Ama8sshevxb0U4Dr1vjfskFmHvZAZoy+NeYOygxEG89IS7umrr30Pf18ESlbEpA8KRXG5/PYXDHEsgrJmzZo1a2fS7APKmjVr1qydSTsd1ZFAxK5JOY2FJhJ7Lcphz7ZItX/VFDLMkhxW5R80Pqbl2yprrlLWx4T0G7dAfXR0HyG2nT2EBJ5leFHENLT2Cc+rZZWCJn0IKWNGlPpoKC0NBeI+eIDQwCpplURM6CkeABYrQWYuFOc7MqWIFAULTRgsyIsU2GinxKquSZhqsYn2yWm4MWZIz2HSP+HMtklb9Ki4oBZCZIVr0bJyJezV89JwoZLDenlI9SRpsEYi07iQ4FViTy3K0LJ3XlsSJafRL/tUcz1XarVyTimkod6UhQshS7KLE6hUUFpcUmEJtR9QrJHCkCELFuIDfP64h9fNDYSCfvJ/QYbq+YYoWZvQ88Z2tlZUZ0j6yUbKoMwG1BjrVcUm9fOZFEOmeFWxUE9DpZwbpWaahrmOK5WwKlEDY7PbQ5i9VOZ6PcSeLI/NBD7/O0iqZ0OWRH/wn0REZHsXIbsh+x1eexlJ+L/9vXUREXn35l+IiMhmF2Sp3fsIw4diyHefuQJ6pCvXIJb38ADhwr/+y5siIrK3ge+o5MneDs53aQbhwz949WUREek4ps3g9jY+8yd/gWKsG+/+N5w/2w6ef/7JTxuiKRiLiGq4l1bP4Rqj4UH+CTegNNEs1uDv/9E/FBGRp76GQpJsm9f/+p/hu/u4ryW8x/aZtqgvYG3GhUblpI2CivPPvSIiIuVltAGMNFeQLz0lov18V/l5zSIoa9asWbN2Ju10zJIOSro9JqFVlmGlCUS1dBFI5MIVg6AyJii7Y3iaZRYqdEkRn2kWjhQu4yOgm2vnkAB8ooWy884E3sClZ67lx04iLaEmhQ3F+lRwIWOzqjaqNXjeF5fg2Q5ZjjxTMUUSimKUAidhNjCm6/pgZ0OcKZEhOg5kyHPi1FSbWVXc72OgGtFBkmmy/KSkiKOEs0oOy7LjRwsRFMHEBRqdCamO9G/6/4Tl2R698/xYiuwe/e2CPoTvnyyO0MKKmNcRJdOT2/A9T+bmWnJEolz9TSVUTZVcs0DvNCCF1YC1/FoSnrEQZJlEnSoxonL3EVG5EurevgnEf1AowOiyQXx9HSXo86SsKVeB5D2WnTuKnFnyG+WCkB9thHbywg9uXa5FP1TJFrOWH9fSOJHBzpGUKOXSJ5K+fUh0s4sS/KZjmueP+N7FBsbt7//gd0VE5MEhvPotEswukHbs8iVSTKW4d9zbBiryRtyrTRPdWJ/FeRwmKMCotkmbNA8piHKM8/AZUdHSklgFDks4/8X6cn7MKlsBnn0WyOX1t4FG3ngLpfM3b7z3yQM0FeOeYetBZRFUUeMPTXm9bqcqiYDPs9gneoDWh+gOzrXKhukB74dbWygdn1nGGI65tsez6/mxF5+H3InbolwG7wsVnlfKNZjXRuTr7+TrF2UWQVmzZs2atTNpp0JQw9FY3r39nnRIOOrzia7eZcry8pmWIVjM5TE0Vs4Gw4QxdDfWJlA8/ccUXitTisB38P0JEdYv3ns3P3bpf/xPHCNUyXnNIxA1UMCszFh+SNSx+eF9/tZJGXoR46GqdMSEzX+KULZ2tqVHufTHNccRCUuSl9iHHE8tk+7uYYzC0PgpSaCy5fisF7IBmighSVXMjSiIeTotXVdUoU24+ipSyAulyYnPKmLSknWV6HA5rnr+OreK3kTM+I0pIqmvSpCaJKlMKwmVpKn0+/2cXFXzdZJqC0OSf05Ne641V3Z4TFlt5kxVPLJGCp7GLNZ+nLLZlsfuUqZj++Hd/Ng//q9AUE9fh3f+7G+Dvuf8GjzYKpGUJql0/Hx1U4ky81f8R0REXLrVAfOueYOuO03ymUx8N5EucxoeUWOV+ZKAY1JNzG2kfwde/a0BEOUSoxU1yjYQ0e9vAAAFKElEQVS02dz7y7chUPjmTchKlBg1qDGa4QjWbW/TIIkDNtq2LwA5OVz7Tsh8XIbzWyFNkM7yEUvbayT2HUSG0LdPiqFnnkdu+4mraCh+5WtA4T/96V+JiMg//tk/+4Qx+nz26N6SFKhvbwPj1+gXCF0nWHMBc/9yhM/Ee3dFRMTVvUWhxjtbGOtdH/N0+Rs/FBGRcAnobGbe0De5um60Wdw7iVn+phHM3/TvW7NmzZo1ax9rp0JQfhhIe3VFPiQl/C6pgwasiptpIMaZFrhkVKpBq8bymDm9Rj/T5lS8v8/KoEU+7S+vwaO5fw9ew97eVn7sCqvyXCIPjTXnJLKM1Q5JT19mpdPWFioDIyKF5oJpxrtwEfmz2zcRi9Z8TIlIMJ5McsT4uOa4jgShl0vRh/yNMr3InQ9BaRJnVfMd8p4oeMnY/Kn5NiFyOmJTnv8IUlKPLc9BFSvu8lzYyVdFTiXGsF2VkM6bRYk2idbGRNgiIuPx6GN/T19RxTe90qAkyaTfZ8Mr51uF7VKtfCs0s+rYaxWkClNGseY3cU1zbXivdV1zXM9KKlsiLVUaGRqdCZvTb1HufJv5l0tXQaPzwgsviojI/AV4tErNpRL1cazCmgYVJZrn4zUpUaoip2SKVVZlL5ArrUV5SI/9gJ75hVXkhWtXcN5e3+yH+ohVsKRxKqeYi8USxkfzvUcBvrN1jDE61wTqaZaAjtYuI29SLtCQObu434zYgDrmuvNJBRXyHnLYAfqYaeFYboX3nBnMe/ehQWUJBfiO9jf4IxjPRgU56K++dPVTRmh6pmt0nGGvvf2hqeL74F1EjdqzJCaeJRlsi/lSkiBvHWJ+OsvI03/zO6iUbFMyJs3RUeG2r43z0ypNnrJZBGXNmjVr1s6knY7qKAzl/NplWVgFulEqHPWOl4hEdohQREzu4xYJJWfYk1AjOWSH0g5KAvvuDVD7a+XQ9WvwYM6fP/mbIiIzDXi1ffYsKYlrTr2jNB3aV0QPq0+57Nu3UKFTmZ3Nj3n9SXi3a2sgTTw8xPktUg7kzq1b0iUqfFxzHU+qlYaovt9krN4x/nD1S2v4ewGwKQJSBKLjob1JLilSqqxkKiKk4v8V9XwcetHxKys9EhFUqgyRmkckgupRxC9SyfKiaJ/mtXIExddCDmpaTn+apjIYjCVhr42ijCjh+ZCeKPCNX6ZCmdqHF5YwfmNKXRzQK1V0WGfeKOAYlZgTXGDVZ1zI6RHMSol74JA9fjt7yHuE/PvX2t8SEZEq6b+8nGBXe9UKI6R0WIHS+TAPrJWXj8z341gmIpPEkaeeBIHr9WfRR1RewT7fiNGzJLMmp1fdwlqotNFzU67jGo62SBXVATJo8R6yfhX7rEx59prw/lDB92uz9fzYezV8psd8VhSy2pXVj+Iw0lDH+Qwo3OeVcYw+12drzuTI66RFcpgDyrguu0Ocb9Ay0YsvwnT/Jcy1Lz6FqrqDyFRjbm5jDD/YRV6s/hCIaX0N960P7+B+u3AB1aKv/t0fiYhIaxHzlGgOk+vIO0GddTaRk5pFUNasWbNm7Uyac5r4v+M4uyJy74s7nd8Yu5Rl2cLjHsSOZ252PKdvjz2mdjxPmF2j07XPNJ6nekBZs2bNmjVrvy6zIT5r1qxZs3YmzT6grFmzZs3amTT7gLJmzZo1a2fS7APKmjVr1qydSbMPKGvWrFmzdibNPqCsWbNmzdqZNPuAsmbNmjVrZ9LsA8qaNWvWrJ1Jsw8oa9asWbN2Ju3/A0z04wk7bgKtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 22/100, d_loss=0.163, g_loss=0.177                                                                                                                      \n",
      "epoch = 23/100, d_loss=0.163, g_loss=0.169                                                                                                                      \n",
      "epoch = 24/100, d_loss=0.163, g_loss=0.144                                                                                                                      \n",
      "epoch = 25/100, d_loss=0.163, g_loss=0.165                                                                                                                      \n",
      "epoch = 26/100, d_loss=0.163, g_loss=0.148                                                                                                                      \n",
      "epoch = 27/100, d_loss=0.163, g_loss=0.168                                                                                                                      \n",
      "epoch = 28/100, d_loss=0.163, g_loss=0.150                                                                                                                      \n",
      "epoch = 29/100, d_loss=0.165, g_loss=0.165                                                                                                                      \n",
      "epoch = 30/100, d_loss=0.166, g_loss=0.150                                                                                                                      \n",
      "epoch = 31/100, d_loss=0.163, g_loss=0.150                                                                                                                      \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 32/100, d_loss=0.164, g_loss=0.144                                                                                                                      \n",
      "epoch = 33/100, d_loss=0.163, g_loss=0.158                                                                                                                      \n",
      "epoch = 34/100, d_loss=0.166, g_loss=0.149                                                                                                                      \n",
      "epoch = 35/100, d_loss=0.168, g_loss=0.136                                                                                                                      \n",
      "epoch = 36/100, d_loss=0.165, g_loss=0.146                                                                                                                      \n",
      "epoch = 37/100, d_loss=0.164, g_loss=0.143                                                                                                                      \n",
      "epoch = 38/100, d_loss=0.163, g_loss=0.140                                                                                                                      \n",
      "epoch = 39/100, d_loss=0.164, g_loss=0.138                                                                                                                      \n",
      "epoch = 40/100, d_loss=0.163, g_loss=0.137                                                                                                                      \n",
      "epoch = 41/100, d_loss=0.163, g_loss=0.134                                                                                                                      \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 42/100, d_loss=0.163, g_loss=0.109                                                                                                                      \n",
      "epoch = 43/100, d_loss=0.168, g_loss=0.132                                                                                                                      \n",
      "epoch = 44/100, d_loss=0.172, g_loss=0.126                                                                                                                      \n",
      "epoch = 45/100, d_loss=0.163, g_loss=0.157                                                                                                                      \n",
      "epoch = 46/100, d_loss=0.163, g_loss=0.137                                                                                                                      \n",
      "epoch = 47/100, d_loss=0.163, g_loss=0.128                                                                                                                      \n",
      "epoch = 48/100, d_loss=0.163, g_loss=0.135                                                                                                                      \n",
      "epoch = 49/100, d_loss=0.163, g_loss=0.135                                                                                                                      \n",
      "epoch = 50/100, d_loss=0.163, g_loss=0.124                                                                                                                      \n",
      "epoch = 51/100, d_loss=0.163, g_loss=0.139                                                                                                                      \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 52/100, d_loss=0.163, g_loss=0.116                                                                                                                      \n",
      "epoch = 53/100, d_loss=0.163, g_loss=0.128                                                                                                                      \n",
      "epoch = 54/100, d_loss=0.163, g_loss=0.160                                                                                                                      \n",
      "epoch = 55/100, d_loss=0.163, g_loss=0.136                                                                                                                      \n",
      "epoch = 56/100, d_loss=0.163, g_loss=0.127                                                                                                                      \n",
      "epoch = 57/100, d_loss=0.164, g_loss=0.135                                                                                                                      \n",
      "epoch = 58/100, d_loss=0.163, g_loss=0.129                                                                                                                      \n",
      "epoch = 59/100, d_loss=0.163, g_loss=0.136                                                                                                                      \n",
      "epoch = 60/100, d_loss=0.166, g_loss=0.130                                                                                                                      \n",
      "epoch = 61/100, d_loss=0.164, g_loss=0.123                                                                                                                      \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 62/100, d_loss=0.164, g_loss=0.141                                                                                                                      \n",
      "epoch = 63/100, d_loss=0.163, g_loss=0.130                                                                                                                      \n",
      "epoch = 64/100, d_loss=0.163, g_loss=0.132                                                                                                                      \n",
      "epoch = 65/100, d_loss=0.163, g_loss=0.145                                                                                                                      \n",
      "epoch = 66/100, d_loss=0.163, g_loss=0.125                                                                                                                      \n",
      "epoch = 67/100, d_loss=0.163, g_loss=0.119                                                                                                                      \n",
      "epoch = 68/100, d_loss=0.163, g_loss=0.131                                                                                                                      \n",
      "epoch = 69/100, d_loss=0.163, g_loss=0.118                                                                                                                      \n",
      "epoch = 70/100, d_loss=0.163, g_loss=0.120                                                                                                                      \n",
      "epoch = 71/100, d_loss=0.163, g_loss=0.124                                                                                                                      \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 72/100, d_loss=0.163, g_loss=0.142                                                                                                                      \n",
      "epoch = 73/100, d_loss=0.163, g_loss=0.114                                                                                                                      \n",
      "epoch = 74/100, d_loss=0.163, g_loss=0.140                                                                                                                      \n",
      "epoch = 75/100, d_loss=0.164, g_loss=0.119                                                                                                                      \n",
      "epoch = 76/100, d_loss=0.163, g_loss=0.129                                                                                                                      \n",
      "epoch = 77/100, d_loss=0.163, g_loss=0.133                                                                                                                      \n",
      "epoch = 78/100, d_loss=0.163, g_loss=0.116                                                                                                                      \n",
      "epoch = 79/100, d_loss=0.163, g_loss=0.119                                                                                                                      \n",
      "epoch = 80/100, d_loss=0.163, g_loss=0.128                                                                                                                      \n",
      "epoch = 81/100, d_loss=0.167, g_loss=0.131                                                                                                                      \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 82/100, d_loss=0.163, g_loss=0.141                                                                                                                      \n",
      "epoch = 83/100, d_loss=0.166, g_loss=0.149                                                                                                                      \n",
      "epoch = 84/100, d_loss=0.163, g_loss=0.133                                                                                                                      \n",
      "epoch = 85/100, d_loss=0.163, g_loss=0.099                                                                                                                      \n",
      "epoch = 86/100, d_loss=0.163, g_loss=0.136                                                                                                                      \n",
      "epoch = 87/100, d_loss=0.163, g_loss=0.114                                                                                                                      \n",
      "epoch = 88/100, d_loss=0.163, g_loss=0.117                                                                                                                      \n",
      "epoch = 89/100, d_loss=0.163, g_loss=0.119                                                                                                                      \n",
      "epoch = 90/100, d_loss=0.163, g_loss=0.124                                                                                                                      \n",
      "epoch = 91/100, d_loss=0.163, g_loss=0.116                                                                                                                      \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 92/100, d_loss=0.163, g_loss=0.118                                                                                                                      \n",
      "epoch = 93/100, d_loss=0.163, g_loss=0.122                                                                                                                      \n",
      "epoch = 94/100, d_loss=0.168, g_loss=0.137                                                                                                                      \n",
      "epoch = 95/100, d_loss=0.165, g_loss=0.121                                                                                                                      \n",
      "epoch = 96/100, d_loss=0.167, g_loss=0.103                                                                                                                      \n",
      "epoch = 97/100, d_loss=0.164, g_loss=0.133                                                                                                                      \n",
      "epoch = 98/100, d_loss=0.163, g_loss=0.106                                                                                                                      \n",
      "epoch = 99/100, d_loss=0.163, g_loss=0.124                                                                                                                      \n",
      "epoch = 100/100, d_loss=0.163, g_loss=0.121                                                                                                                      \n",
      "epoch = 101/100, d_loss=0.163, g_loss=0.140                                                                                                                      \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochs = 100\n",
    "batch_size = 64\n",
    "smooth = 0.1\n",
    "\n",
    "real = np.ones(shape=(batch_size, 1))\n",
    "fake = np.zeros(shape=(batch_size, 1))\n",
    "\n",
    "d_loss = []\n",
    "d_g_loss = []\n",
    "\n",
    "for e in range(epochs + 1):\n",
    "    for i in range(len(X_train) // batch_size):\n",
    "        \n",
    "        # Train Discriminator weights\n",
    "        discriminator.trainable = True\n",
    "        \n",
    "        # Real samples\n",
    "        X_batch = X_train[i*batch_size:(i+1)*batch_size]\n",
    "        \n",
    "        # Fake Samples\n",
    "        masked_imgs, missing_parts, _ = mask_randomly(X_batch)\n",
    "        \n",
    "        d_loss_real = discriminator.train_on_batch(x=missing_parts, y=real * (1 - smooth))\n",
    "\n",
    "        gen_missing = generator.predict_on_batch(masked_imgs)\n",
    "        d_loss_fake = discriminator.train_on_batch(x=gen_missing, y=fake)\n",
    "         \n",
    "        # Discriminator loss\n",
    "        d_loss_batch = 0.5 * (d_loss_real[0] + d_loss_fake[0])\n",
    "        \n",
    "        # Train Generator weights\n",
    "        discriminator.trainable = False\n",
    "        g_loss_batch = d_g.train_on_batch(x=masked_imgs, y=[missing_parts, real])\n",
    "\n",
    "        print(\n",
    "            'epoch = %d/%d, batch = %d/%d, d_loss=%.3f, g_loss=%.3f' % (e + 1, epochs, i, len(X_train) // batch_size, d_loss_batch, g_loss_batch[0]),\n",
    "            100*' ',\n",
    "            end='\\r'\n",
    "        )\n",
    "    \n",
    "    d_loss.append(d_loss_batch)\n",
    "    d_g_loss.append(g_loss_batch[0])\n",
    "    print('epoch = %d/%d, d_loss=%.3f, g_loss=%.3f' % (e + 1, epochs, d_loss[-1], d_g_loss[-1]), 100*' ')\n",
    "    \n",
    "    if e % 10 == 0:\n",
    "        samples = 5\n",
    "        \n",
    "        idx = np.random.randint(0, X_train.shape[0], samples)\n",
    "        imgs = X_train[idx]\n",
    "        \n",
    "        masked_imgs, missing_parts, (y1, y2, x1, x2) = mask_randomly(imgs)\n",
    "        gen_missing = generator.predict_on_batch(masked_imgs)\n",
    "\n",
    "        for k in range(samples):\n",
    "            # plot masked\n",
    "            plt.subplot(2, 5, k+1)\n",
    "            plt.imshow(((masked_imgs[k] + 1)* 127).astype(np.uint8))\n",
    "            plt.xticks([])\n",
    "            plt.yticks([])\n",
    "            \n",
    "            filled_in = imgs[k].copy()\n",
    "            filled_in[y1[k]:y2[k], x1[k]:x2[k], :] = gen_missing[k]\n",
    "\n",
    "            # plot recontructed\n",
    "            plt.subplot(2, 5, k+6)\n",
    "            plt.imshow(((filled_in + 1) * 127).astype(np.uint8))\n",
    "            plt.xticks([])\n",
    "            plt.yticks([])\n",
    "\n",
    "\n",
    "        plt.tight_layout()\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Evaluate model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-02T01:17:41.347247Z",
     "start_time": "2018-08-02T01:17:41.182229Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting the metrics\n",
    "plt.plot(d_loss)\n",
    "plt.plot(d_g_loss)\n",
    "plt.title('Model loss')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend(['Discriminator', 'Adversarial'], loc='center right')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
